Introduction

Our project "Exploring the patterns of European football and FIFA Players - A Data Mining approach" explores the use of data mining concepts in the domain of Football. We have considered the dataset from Kaggle and appied various data mining techniques as part of this project.

Following a statistical approach, we applied techniques such as exploratory data analysis (EDA), clustering, hypothesis testing, and association rule mining to gain insights into player performance, team tactics, and match outcomes.

Importing Libraries

Importing all the necessary libraries for the project implementation.

import IPython
IPython.get_ipython().run_line_magic('config', 'IPKernelApp.matplotlib = "inline"')

import warnings
warnings.filterwarnings('ignore')

import warnings
# Suppressing only DeprecationWarnings
warnings.filterwarnings('ignore', category=DeprecationWarning)

%matplotlib inline
import matplotlib.pyplot as plt

from google.colab import drive drive.mount('/content/drive')

pip install scikit-fuzzy mlxtend

Requirement already satisfied: scikit-fuzzy in /home/unina/anaconda3/lib/python3.12/site-packages (0.5.0)
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Note: you may need to restart the kernel to use updated packages.

!pip install MiniSom

Requirement already satisfied: MiniSom in /home/unina/anaconda3/lib/python3.12/site-packages (2.3.3)

import pandas as pd
from sklearn.preprocessing import StandardScaler
from sklearn.cluster import KMeans
#import matplotlib.pyplot as plt
import numpy as np
import seaborn as sns
from sklearn.metrics import silhouette_score
from mlxtend.frequent_patterns import apriori
from mlxtend.frequent_patterns import association_rules
import skfuzzy as fuzz
import plotly.express as px
import scipy.stats as stats
from scipy import stats
import statsmodels.api as sm
import plotly.graph_objects as go
import plotly.figure_factory as ff
#from pgmpy.models import BayesianModel
#from pgmpy.factors.discrete import TabularCPD
#from pgmpy.inference import VariableElimination
from sklearn.decomposition import PCA
from statsmodels.multivariate.manova import MANOVA
from scipy.cluster.hierarchy import dendrogram, linkage
import seaborn as sns
from scipy.stats import skew
from scipy.stats import mannwhitneyu
from scipy.stats import chi2_contingency

#Kmeans
import numpy as np
import pandas as pd
from sklearn.cluster import KMeans
from sklearn.preprocessing import StandardScaler
import plotly.express as px
from sklearn.decomposition import PCA

#Univariate Analysis(Distribution)
import pandas as pd
import plotly.graph_objects as go
import plotly.figure_factory as ff
from scipy import stats

#Bivariate Analysis
import plotly.express as px

#Multivariate Analysis
import plotly.graph_objects as go
from plotly.subplots import make_subplots
import pandas as pd
import seaborn as sns
import matplotlib.pyplot as plt

#Optimal n
import numpy as np
import pandas as pd
from sklearn.preprocessing import StandardScaler
from sklearn.cluster import KMeans
from sklearn.metrics import silhouette_score
import matplotlib.pyplot as plt

#K-means
from sklearn.decomposition import PCA
import plotly.express as px
import numpy as np
import pandas as pd
from sklearn.cluster import KMeans
from sklearn.preprocessing import StandardScaler

#GMM
import numpy as np
import pandas as pd
from sklearn.preprocessing import StandardScaler
from sklearn.mixture import GaussianMixture
import plotly.express as px
from sklearn.decomposition import PCA

#Fuzzy C-Means
import numpy as np
import pandas as pd
import skfuzzy as fuzz
from sklearn.preprocessing import StandardScaler
import plotly.express as px
from sklearn.decomposition import PCA

#SOM
import numpy as np
import pandas as pd
from minisom import MiniSom
from sklearn.preprocessing import StandardScaler
import plotly.graph_objs as go
import plotly.express as px

#Association Rules
import pandas as pd
import numpy as np
from mlxtend.frequent_patterns import apriori, association_rules
import networkx as nx
import matplotlib.pyplot as plt

Data Source

In this project, we analyze an extensive football dataset called European Soccer Database from Kaggle spanning 2008 to 2016, which includes data from 25,000+ matches and 10,000+ players across 11 European countries. The dataset provides rich information on player and team attributes, sourced from EA Sports' FIFA video game series, along with weekly updates. It also includes detailed match events such as goals, fouls, cards, and possession stats for 10,000+ matches. This comprehensive dataset enables us to explore various aspects of football performance, tactics, and match dynamics, making it an ideal resource for applying data mining techniques and machine learning models to uncover meaningful insights.

The data provider has compiled the dataset from collecting the data from various sources. We accessesd the origin of the data and compiled the following tables in the domain context understanding section.

Domain Context Understanding

To understand the dataset well and to gain domain knowledge, we compiled the following list of description for the variables in both Teams and Players Table in our dataset

Player Performance Attributes

Column Name	Description
id	Unique identifier for each player in the dataset.
player_fifa_api_id	Unique FIFA API identifier assigned to the player, used to retrieve player data from the FIFA database.
player_api_id	Unique identifier assigned to the player in the dataset, which may differ from the FIFA API ID.
date	Date when the player's data was recorded or last updated in the dataset.
overall_rating	Player's overall skill rating, typically ranging from 1 to 100, reflecting the player's general ability.
potential	The highest possible rating that the player can achieve in the future, indicating potential for improvement.
preferred_foot	Indicates the player's dominant foot, either "left" or "right," used for playing and shooting.
defensive_work_rate	Represents the player's tendency to work defensively during the match, classified as "high," "medium," or "low."
crossing	A numerical rating (usually out of 100) indicating the player's ability to cross the ball accurately to teammates.
finishing	A numerical rating indicating the player's ability to convert scoring opportunities into goals.
heading_accuracy	A rating indicating the player's proficiency in scoring goals using headers.
short_passing	A rating indicating the player's ability to execute short passes accurately.
dribbling	A rating indicating the player's skill in dribbling the ball past opponents.
free_kick_accuracy	A rating indicating the player's accuracy in taking free kicks.
long_passing	A rating indicating the player's ability to make accurate long passes.
ball_control	A rating indicating the player's skill in controlling the ball while dribbling or receiving passes.
acceleration	A rating indicating how quickly the player can reach top speed from a standstill.
sprint_speed	A rating indicating the player's maximum speed while sprinting.
reactions	A rating reflecting the player's ability to react quickly to game situations, such as intercepting passes or shots.
shot_power	A rating indicating the power behind the player’s shots on goal.
stamina	A rating indicating the player's ability to maintain performance throughout the game.
strength	A rating indicating the player's physical strength and ability to hold off opponents.
long_shots	A rating indicating the player's ability to score from long distances.
aggression	A rating indicating the player's tendency to challenge opponents and tackle aggressively.
interceptions	A rating indicating the player's ability to intercept passes and disrupt the opposing team's play.
positioning	A rating indicating the player's ability to position themselves effectively during a match.
penalties	A rating indicating the player's proficiency in taking penalty kicks.
marking	A rating indicating the player's ability to mark opponents defensively.
standing_tackle	A rating indicating the player's ability to execute standing tackles effectively.
gk_diving	A rating for goalkeepers indicating their ability to dive to make saves.
gk_handling	A rating for goalkeepers indicating their skill in catching and holding the ball.
gk_kicking	A rating for goalkeepers indicating their ability to kick the ball accurately over long distances.
gk_positioning	A rating for goalkeepers indicating their ability to position themselves correctly during plays.
gk_reflexes	A rating for goalkeepers indicating their quickness and ability to react to shots.
player_name	The name of the player.

Team Attributes

Column Name	Description
id_x	A unique identifier for each team in the dataset, serving as the primary key for team data.
team_api_id	A unique identifier for each team used by the FIFA API for referencing team-related data across various datasets.
team_long_name	The full name of the team (e.g., "Manchester United Football Club").
team_short_name	The abbreviated or commonly used name of the team (e.g., "Man Utd" or "MUFC").
id_y	An alternative unique identifier for referencing the team, potentially from a different data source.
team_fifa_api_id	A unique identifier assigned to each team by the FIFA API for cross-referencing and data integrity.
date	The date when the team's attributes were recorded or updated, important for tracking changes over time.
buildUpPlaySpeed	A numerical rating measuring the speed at which a team builds up play from defense to attack (0 to 100 scale).
buildUpPlaySpeedClass	Categorical representation of buildUpPlaySpeed (e.g., "low," "medium," "high").
buildUpPlayDribblingClass	Categorical rating of a team’s dribbling effectiveness during the build-up phase.
buildUpPlayPassing	A numerical rating assessing a team's effectiveness in passing during the build-up phase.
buildUpPlayPassingClass	Categorical representation of buildUpPlayPassing (e.g., "low," "medium," "high").
buildUpPlayPositioningClass	Categorical assessment of how well a team positions itself during the build-up phase.
chanceCreationPassing	A numerical rating indicating how effective a team is in creating chances through passing during the attacking phase.
chanceCreationPassingClass	Categorical representation of chanceCreationPassing (e.g., "low," "medium," "high").
chanceCreationCrossing	A numerical rating measuring a team's effectiveness in creating goal-scoring opportunities through crosses.
chanceCreationCrossingClass	Categorical representation of chanceCreationCrossing (e.g., "low," "medium," "high").
chanceCreationShooting	A numerical rating assessing how well a team creates goal-scoring opportunities through shooting efforts.
chanceCreationShootingClass	Categorical representation of chanceCreationShooting (e.g., "low," "medium," "high").
chanceCreationPositioningClass	Categorical assessment of how well a team positions itself to create scoring chances.
defencePressure	A numerical rating indicating how effectively a team applies pressure on the opposing team when they have possession.
defencePressureClass	Categorical representation of defencePressure (e.g., "low," "medium," "high").
defenceAggression	A numerical rating reflecting how aggressive a team is in their defensive actions, including tackles and interceptions.
defenceAggressionClass	Categorical representation of defenceAggression (e.g., "low," "medium," "high").
defenceTeamWidth	A numerical measure indicating how wide or narrow a team plays during defensive phases.
defenceTeamWidthClass	Categorical representation of defenceTeamWidth (e.g., "narrow," "normal," "wide").
defenceDefenderLineClass	Categorical assessment of the positioning of a team’s defensive line, classified based on height (e.g., "high," "medium," "low").

Table Mappings

The Dataset has 5 tables that are related to each other by foreign keys. And were in sqlite table format. The tables were converted to CSV format from SQL as a preprocessing step in an another colab file. For the sake of simplicity we directly import the CSV files in our project.

The code for SQL to CSV conversion is in the file named : SQL to CSV.ipynb

For a visual representation of how tables are associated we can see the below diagram

Objectives

The Objectives of our project are:

• To perform comprehensive exploratory data analysis (EDA) and data preprocessing to understand the dataset, handle missing values, and prepare the data for analysis through feature engineering and transformation.

• To apply various Hypothesis tests to perform tests such as the t-test, Mann-Whitney U test, and Chi-square test, we aim to determine whether significant differences or associations exist between specific groups

• To apply various clustering techniques like K-Means, Fuzzy C-Means, GMM)to group players based on their attributes and identify distinct player archetypes, along with visualizing the results using dimensionality reduction techniques like PCA.

• To apply association rule mining techniques to uncover frequent patterns in player and team attributes, identifying how various player skills and team strategies are related to each other.

Methodology

To develop this project we follow a structured statistical learning and data analysis pipeline to guide our methodology. Starting with data understanding, we explore the dataset's structure and define key questions. We then proceed with data preprocessing and cleaning to handle missing values, standardize features, and prepare the data for analysis. Using descriptive statistics and exploratory data analysis (EDA), we uncover patterns, relationships, and outliers. Moving into the core of the project, we apply multidimensional data analysis (data mining) techniques, including clustering and association rule mining, to discover hidden patterns.

Statistical Approach Pipeline

Workflow of the Project

Statistical Questions

The following tables list the statistical questions we considered for the project. This approach of exploring the data and applying data mining concepts gave us insights and helped us to focus the analysis of our interest and ensured relevance to the data that lead us to more maningful insights.

Importing Tables

As stated earlier we import the data from csv format tables.

Country = 'CSV_Files/Country.csv'

# Reading  the CSV file
Country = pd.read_csv(Country, encoding='latin-1')

# Printing the first few rows of the DataFrame
print(Country.head())

      id     name
0      1  Belgium
1   1729  England
2   4769   France
3   7809  Germany
4  10257    Italy

League = 'CSV_Files/League.csv'

# Reading the CSV file
League = pd.read_csv(League, encoding='latin-1')

# Printing the first few rows of the DataFrame
print(League.head())

      id  country_id                    name
0      1           1  Belgium Jupiler League
1   1729        1729  England Premier League
2   4769        4769          France Ligue 1
3   7809        7809   Germany 1. Bundesliga
4  10257       10257           Italy Serie A

Match = 'CSV_Files/Match.csv'

# Reading the CSV file
Match = pd.read_csv(Match, encoding='latin-1')

# Printing the first few rows of the DataFrame
print(Match.head())

   id  country_id  league_id     season  stage                 date  \
0   1           1          1  2008/2009      1  2008-08-17 00:00:00   
1   2           1          1  2008/2009      1  2008-08-16 00:00:00   
2   3           1          1  2008/2009      1  2008-08-16 00:00:00   
3   4           1          1  2008/2009      1  2008-08-17 00:00:00   
4   5           1          1  2008/2009      1  2008-08-16 00:00:00   

   match_api_id  home_team_api_id  away_team_api_id  home_team_goal  ...  \
0        492473              9987              9993               1  ...   
1        492474             10000              9994               0  ...   
2        492475              9984              8635               0  ...   
3        492476              9991              9998               5  ...   
4        492477              7947              9985               1  ...   

    SJA   VCH   VCD   VCA   GBH   GBD   GBA   BSH   BSD   BSA  
0  4.00  1.65  3.40  4.50  1.78  3.25  4.00  1.73  3.40  4.20  
1  3.80  2.00  3.25  3.25  1.85  3.25  3.75  1.91  3.25  3.60  
2  2.50  2.35  3.25  2.65  2.50  3.20  2.50  2.30  3.20  2.75  
3  7.50  1.45  3.75  6.50  1.50  3.75  5.50  1.44  3.75  6.50  
4  1.73  4.50  3.40  1.65  4.50  3.50  1.65  4.75  3.30  1.67  

[5 rows x 115 columns]

Team = 'CSV_Files/Team.csv'

# Reading the CSV file
Team = pd.read_csv(Team, encoding='latin-1')

# Printing the first few rows of the DataFrame
print(Team.head())

   id  team_api_id  team_fifa_api_id     team_long_name team_short_name
0   1         9987             673.0           KRC Genk             GEN
1   2         9993             675.0       Beerschot AC             BAC
2   3        10000           15005.0   SV Zulte-Waregem             ZUL
3   4         9994            2007.0   Sporting Lokeren             LOK
4   5         9984            1750.0  KSV Cercle Brugge             CEB

Team_Attributes = 'CSV_Files/Team_Attributes.csv'

# Reading the CSV file
Team_Attributes = pd.read_csv(Team_Attributes, encoding='latin-1')

# Printing the first few rows of the DataFrame
print(Team_Attributes.head())

   id  team_fifa_api_id  team_api_id                 date  buildUpPlaySpeed  \
0   1               434         9930  2010-02-22 00:00:00                60   
1   2               434         9930  2014-09-19 00:00:00                52   
2   3               434         9930  2015-09-10 00:00:00                47   
3   4                77         8485  2010-02-22 00:00:00                70   
4   5                77         8485  2011-02-22 00:00:00                47   

  buildUpPlaySpeedClass  buildUpPlayDribbling buildUpPlayDribblingClass  \
0              Balanced                   NaN                    Little   
1              Balanced                  48.0                    Normal   
2              Balanced                  41.0                    Normal   
3                  Fast                   NaN                    Little   
4              Balanced                   NaN                    Little   

   buildUpPlayPassing buildUpPlayPassingClass  ... chanceCreationShooting  \
0                  50                   Mixed  ...                     55   
1                  56                   Mixed  ...                     64   
2                  54                   Mixed  ...                     64   
3                  70                    Long  ...                     70   
4                  52                   Mixed  ...                     52   

   chanceCreationShootingClass chanceCreationPositioningClass  \
0                       Normal                      Organised   
1                       Normal                      Organised   
2                       Normal                      Organised   
3                         Lots                      Organised   
4                       Normal                      Organised   

   defencePressure defencePressureClass  defenceAggression  \
0               50               Medium                 55   
1               47               Medium                 44   
2               47               Medium                 44   
3               60               Medium                 70   
4               47               Medium                 47   

  defenceAggressionClass defenceTeamWidth  defenceTeamWidthClass  \
0                  Press               45                 Normal   
1                  Press               54                 Normal   
2                  Press               54                 Normal   
3                 Double               70                   Wide   
4                  Press               52                 Normal   

  defenceDefenderLineClass  
0                    Cover  
1                    Cover  
2                    Cover  
3                    Cover  
4                    Cover  

[5 rows x 25 columns]

# Defining the path to the CSV file
data = 'CSV_Files/fifa_players.csv'

# Loading the CSV file
Player_Attributes_with_Names = pd.read_csv(data)

# Displaying the first few rows of the DataFrame
Player_Attributes_with_Names.head()

	name	full_name	birth_date	age	height_cm	weight_kgs	positions	nationality	overall_rating	potential	...	long_shots	aggression	interceptions	positioning	vision	penalties	composure	marking	standing_tackle	sliding_tackle
0	L. Messi	Lionel Andrés Messi Cuccittini	6/24/1987	31	170.18	72.1	CF,RW,ST	Argentina	94	94	...	94	48	22	94	94	75	96	33	28	26
1	C. Eriksen	Christian Dannemann Eriksen	2/14/1992	27	154.94	76.2	CAM,RM,CM	Denmark	88	89	...	89	46	56	84	91	67	88	59	57	22
2	P. Pogba	Paul Pogba	3/15/1993	25	190.50	83.9	CM,CAM	France	88	91	...	82	78	64	82	88	82	87	63	67	67
3	L. Insigne	Lorenzo Insigne	6/4/1991	27	162.56	59.0	LW,ST	Italy	88	88	...	84	34	26	83	87	61	83	51	24	22
4	K. Koulibaly	Kalidou Koulibaly	6/20/1991	27	187.96	88.9	CB	Senegal	88	91	...	15	87	88	24	49	33	80	91	88	87

5 rows × 51 columns

Preprocessing

As part of preprocessing we performed data transformation to the tables by merging the tables by their associations as listed in the Table Mappings section. This provided us with comprehensive tables that were further used for data mining. Imputation was also a major part of the preprocessing section by which we handled the missing values in the dataset.

Team and Team attributes Table

Team_Attributes.shape

(1458, 25)

Team_Attributes.columns.tolist()

['id',
 'team_fifa_api_id',
 'team_api_id',
 'date',
 'buildUpPlaySpeed',
 'buildUpPlaySpeedClass',
 'buildUpPlayDribbling',
 'buildUpPlayDribblingClass',
 'buildUpPlayPassing',
 'buildUpPlayPassingClass',
 'buildUpPlayPositioningClass',
 'chanceCreationPassing',
 'chanceCreationPassingClass',
 'chanceCreationCrossing',
 'chanceCreationCrossingClass',
 'chanceCreationShooting',
 'chanceCreationShootingClass',
 'chanceCreationPositioningClass',
 'defencePressure',
 'defencePressureClass',
 'defenceAggression',
 'defenceAggressionClass',
 'defenceTeamWidth',
 'defenceTeamWidthClass',
 'defenceDefenderLineClass']

Team.shape

(299, 5)

Team.columns.tolist()

['id', 'team_api_id', 'team_fifa_api_id', 'team_long_name', 'team_short_name']

Country, Match League Tables

Match.shape

(25979, 115)

Match.columns.tolist()

['id',
 'country_id',
 'league_id',
 'season',
 'stage',
 'date',
 'match_api_id',
 'home_team_api_id',
 'away_team_api_id',
 'home_team_goal',
 'away_team_goal',
 'home_player_X1',
 'home_player_X2',
 'home_player_X3',
 'home_player_X4',
 'home_player_X5',
 'home_player_X6',
 'home_player_X7',
 'home_player_X8',
 'home_player_X9',
 'home_player_X10',
 'home_player_X11',
 'away_player_X1',
 'away_player_X2',
 'away_player_X3',
 'away_player_X4',
 'away_player_X5',
 'away_player_X6',
 'away_player_X7',
 'away_player_X8',
 'away_player_X9',
 'away_player_X10',
 'away_player_X11',
 'home_player_Y1',
 'home_player_Y2',
 'home_player_Y3',
 'home_player_Y4',
 'home_player_Y5',
 'home_player_Y6',
 'home_player_Y7',
 'home_player_Y8',
 'home_player_Y9',
 'home_player_Y10',
 'home_player_Y11',
 'away_player_Y1',
 'away_player_Y2',
 'away_player_Y3',
 'away_player_Y4',
 'away_player_Y5',
 'away_player_Y6',
 'away_player_Y7',
 'away_player_Y8',
 'away_player_Y9',
 'away_player_Y10',
 'away_player_Y11',
 'home_player_1',
 'home_player_2',
 'home_player_3',
 'home_player_4',
 'home_player_5',
 'home_player_6',
 'home_player_7',
 'home_player_8',
 'home_player_9',
 'home_player_10',
 'home_player_11',
 'away_player_1',
 'away_player_2',
 'away_player_3',
 'away_player_4',
 'away_player_5',
 'away_player_6',
 'away_player_7',
 'away_player_8',
 'away_player_9',
 'away_player_10',
 'away_player_11',
 'goal',
 'shoton',
 'shotoff',
 'foulcommit',
 'card',
 'cross',
 'corner',
 'possession',
 'B365H',
 'B365D',
 'B365A',
 'BWH',
 'BWD',
 'BWA',
 'IWH',
 'IWD',
 'IWA',
 'LBH',
 'LBD',
 'LBA',
 'PSH',
 'PSD',
 'PSA',
 'WHH',
 'WHD',
 'WHA',
 'SJH',
 'SJD',
 'SJA',
 'VCH',
 'VCD',
 'VCA',
 'GBH',
 'GBD',
 'GBA',
 'BSH',
 'BSD',
 'BSA']

League.shape

(11, 3)

League.columns.tolist()

['id', 'country_id', 'name']

Country.shape

(11, 2)

Country.columns.tolist()

['id', 'name']

Players Table

Player_Attributes_with_Names.shape

(17954, 51)

Player_Attributes_with_Names.columns.tolist()

['name',
 'full_name',
 'birth_date',
 'age',
 'height_cm',
 'weight_kgs',
 'positions',
 'nationality',
 'overall_rating',
 'potential',
 'value_euro',
 'wage_euro',
 'preferred_foot',
 'international_reputation(1-5)',
 'weak_foot(1-5)',
 'skill_moves(1-5)',
 'body_type',
 'release_clause_euro',
 'national_team',
 'national_rating',
 'national_team_position',
 'national_jersey_number',
 'crossing',
 'finishing',
 'heading_accuracy',
 'short_passing',
 'volleys',
 'dribbling',
 'curve',
 'freekick_accuracy',
 'long_passing',
 'ball_control',
 'acceleration',
 'sprint_speed',
 'agility',
 'reactions',
 'balance',
 'shot_power',
 'jumping',
 'stamina',
 'strength',
 'long_shots',
 'aggression',
 'interceptions',
 'positioning',
 'vision',
 'penalties',
 'composure',
 'marking',
 'standing_tackle',
 'sliding_tackle']

Data Transformation

Merging of the Tables

1. Team Table with Team Attributes
2. Country, League , Match table with Team

#Merging the DataFrames on 'team_api_id'
Team_Attributes_with_Names = pd.merge(Team, Team_Attributes, on='team_api_id', how='inner')

#Reviewing the merged DataFrame
print(Team_Attributes_with_Names.head())

   id_x  team_api_id  team_fifa_api_id_x team_long_name team_short_name  id_y  \
0     1         9987               673.0       KRC Genk             GEN   485   
1     1         9987               673.0       KRC Genk             GEN   486   
2     1         9987               673.0       KRC Genk             GEN   487   
3     1         9987               673.0       KRC Genk             GEN   488   
4     1         9987               673.0       KRC Genk             GEN   489   

   team_fifa_api_id_y                 date  buildUpPlaySpeed  \
0                 673  2010-02-22 00:00:00                45   
1                 673  2011-02-22 00:00:00                66   
2                 673  2012-02-22 00:00:00                53   
3                 673  2013-09-20 00:00:00                58   
4                 673  2014-09-19 00:00:00                58   

  buildUpPlaySpeedClass  ...  chanceCreationShooting  \
0              Balanced  ...                      60   
1              Balanced  ...                      51   
2              Balanced  ...                      56   
3              Balanced  ...                      56   
4              Balanced  ...                      56   

  chanceCreationShootingClass  chanceCreationPositioningClass defencePressure  \
0                      Normal                       Organised              70   
1                      Normal                       Organised              48   
2                      Normal                       Organised              47   
3                      Normal                       Organised              47   
4                      Normal                       Organised              47   

  defencePressureClass  defenceAggression defenceAggressionClass  \
0                 High                 65                  Press   
1               Medium                 47                  Press   
2               Medium                 45                  Press   
3               Medium                 45                  Press   
4               Medium                 45                  Press   

   defenceTeamWidth defenceTeamWidthClass  defenceDefenderLineClass  
0                70                  Wide                     Cover  
1                54                Normal              Offside Trap  
2                55                Normal                     Cover  
3                55                Normal                     Cover  
4                55                Normal                     Cover  

[5 rows x 29 columns]

Mappings to be Done:

1. country_id in League Table
2. Coutry id and league id in Match table
3. Home team api id in Match table
4. Away team api id in match table

#Merging Country and League tables on country_id
country_league_df = pd.merge(League, Country, left_on='country_id', right_on='id', suffixes=('_league', '_country'))

#Merging the result with Match table on league_id and country_id
Merged_LMC = pd.merge(Match, country_league_df, left_on=['league_id', 'country_id'], right_on=['id_league', 'country_id'], how='left')

# Dropping redundant columns after merging
Merged_LMC = Merged_LMC.drop(columns=['id_league', 'id_country'])

Combining Team with Match, Country, League Table

# Merging for Home Team Details
merged_with_home = pd.merge(
    Merged_LMC,
    Team[['team_api_id', 'team_long_name', 'team_short_name']],
    left_on='home_team_api_id',
    right_on='team_api_id',
    how='left'
)

# Renaming columns to reflect they are for the home team
merged_with_home.rename(columns={
    'team_long_name': 'home_team_long_name',
    'team_short_name': 'home_team_short_name'
}, inplace=True)

# Dropping the extra team_api_id column from the first merge
merged_with_home.drop('team_api_id', axis=1, inplace=True)

# Merging for Away Team Details
MCLT_Combined = pd.merge(
    merged_with_home,
    Team[['team_api_id', 'team_long_name', 'team_short_name']],
    left_on='away_team_api_id',
    right_on='team_api_id',
    how='left'
)

# Renaming columns to reflect they are for the away team
MCLT_Combined.rename(columns={
    'team_long_name': 'away_team_long_name',
    'team_short_name': 'away_team_short_name'
}, inplace=True)

# Dropping the extra team_api_id column from the second merge
MCLT_Combined.drop('team_api_id', axis=1, inplace=True)

# Printing the first few rows of the DataFrame
print(MCLT_Combined.head())

   id  country_id  league_id     season  stage                 date  \
0   1           1          1  2008/2009      1  2008-08-17 00:00:00   
1   2           1          1  2008/2009      1  2008-08-16 00:00:00   
2   3           1          1  2008/2009      1  2008-08-16 00:00:00   
3   4           1          1  2008/2009      1  2008-08-17 00:00:00   
4   5           1          1  2008/2009      1  2008-08-16 00:00:00   

   match_api_id  home_team_api_id  away_team_api_id  home_team_goal  ...  \
0        492473              9987              9993               1  ...   
1        492474             10000              9994               0  ...   
2        492475              9984              8635               0  ...   
3        492476              9991              9998               5  ...   
4        492477              7947              9985               1  ...   

    GBA   BSH   BSD   BSA             name_league  name_country  \
0  4.00  1.73  3.40  4.20  Belgium Jupiler League       Belgium   
1  3.75  1.91  3.25  3.60  Belgium Jupiler League       Belgium   
2  2.50  2.30  3.20  2.75  Belgium Jupiler League       Belgium   
3  5.50  1.44  3.75  6.50  Belgium Jupiler League       Belgium   
4  1.65  4.75  3.30  1.67  Belgium Jupiler League       Belgium   

   home_team_long_name  home_team_short_name  away_team_long_name  \
0             KRC Genk                   GEN         Beerschot AC   
1     SV Zulte-Waregem                   ZUL     Sporting Lokeren   
2    KSV Cercle Brugge                   CEB       RSC Anderlecht   
3             KAA Gent                   GEN            RAEC Mons   
4        FCV Dender EH                   DEN   Standard de Liège   

   away_team_short_name  
0                   BAC  
1                   LOK  
2                   AND  
3                   MON  
4                   STL  

[5 rows x 121 columns]

MCLT_Combined

	id	country_id	league_id	season	stage	date	match_api_id	home_team_api_id	away_team_api_id	home_team_goal	...	GBA	BSH	BSD	BSA	name_league	name_country	home_team_long_name	home_team_short_name	away_team_long_name	away_team_short_name
0	1	1	1	2008/2009	1	2008-08-17 00:00:00	492473	9987	9993	1	...	4.00	1.73	3.40	4.20	Belgium Jupiler League	Belgium	KRC Genk	GEN	Beerschot AC	BAC
1	2	1	1	2008/2009	1	2008-08-16 00:00:00	492474	10000	9994	0	...	3.75	1.91	3.25	3.60	Belgium Jupiler League	Belgium	SV Zulte-Waregem	ZUL	Sporting Lokeren	LOK
2	3	1	1	2008/2009	1	2008-08-16 00:00:00	492475	9984	8635	0	...	2.50	2.30	3.20	2.75	Belgium Jupiler League	Belgium	KSV Cercle Brugge	CEB	RSC Anderlecht	AND
3	4	1	1	2008/2009	1	2008-08-17 00:00:00	492476	9991	9998	5	...	5.50	1.44	3.75	6.50	Belgium Jupiler League	Belgium	KAA Gent	GEN	RAEC Mons	MON
4	5	1	1	2008/2009	1	2008-08-16 00:00:00	492477	7947	9985	1	...	1.65	4.75	3.30	1.67	Belgium Jupiler League	Belgium	FCV Dender EH	DEN	Standard de Liège	STL
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
25974	25975	24558	24558	2015/2016	9	2015-09-22 00:00:00	1992091	10190	10191	1	...	NaN	NaN	NaN	NaN	Switzerland Super League	Switzerland	FC St. Gallen	GAL	FC Thun	THU
25975	25976	24558	24558	2015/2016	9	2015-09-23 00:00:00	1992092	9824	10199	1	...	NaN	NaN	NaN	NaN	Switzerland Super League	Switzerland	FC Vaduz	VAD	FC Luzern	LUZ
25976	25977	24558	24558	2015/2016	9	2015-09-23 00:00:00	1992093	9956	10179	2	...	NaN	NaN	NaN	NaN	Switzerland Super League	Switzerland	Grasshopper Club Zürich	GRA	FC Sion	SIO
25977	25978	24558	24558	2015/2016	9	2015-09-22 00:00:00	1992094	7896	10243	0	...	NaN	NaN	NaN	NaN	Switzerland Super League	Switzerland	Lugano	LUG	FC Zürich	ZUR
25978	25979	24558	24558	2015/2016	9	2015-09-23 00:00:00	1992095	10192	9931	4	...	NaN	NaN	NaN	NaN	Switzerland Super League	Switzerland	BSC Young Boys	YB	FC Basel	BAS

25979 rows × 121 columns

Missing Data Imputation

Players Table

Player_Attributes_with_Names.isnull().sum()

name                                 0
full_name                            0
birth_date                           0
age                                  0
height_cm                            0
weight_kgs                           0
positions                            0
nationality                          0
overall_rating                       0
potential                            0
value_euro                         255
wage_euro                          246
preferred_foot                       0
international_reputation(1-5)        0
weak_foot(1-5)                       0
skill_moves(1-5)                     0
body_type                            0
release_clause_euro               1837
national_team                    17097
national_rating                  17097
national_team_position           17097
national_jersey_number           17097
crossing                             0
finishing                            0
heading_accuracy                     0
short_passing                        0
volleys                              0
dribbling                            0
curve                                0
freekick_accuracy                    0
long_passing                         0
ball_control                         0
acceleration                         0
sprint_speed                         0
agility                              0
reactions                            0
balance                              0
shot_power                           0
jumping                              0
stamina                              0
strength                             0
long_shots                           0
aggression                           0
interceptions                        0
positioning                          0
vision                               0
penalties                            0
composure                            0
marking                              0
standing_tackle                      0
sliding_tackle                       0
dtype: int64

# Removing columns with more than 1000 null values
Player_Attributes_with_Names = Player_Attributes_with_Names.drop(columns=[col for col in Player_Attributes_with_Names.columns if Player_Attributes_with_Names[col].isnull().sum() > 1000])

# Replacing null values in 'value_euro' and 'wage_euro' with their averages
Player_Attributes_with_Names['value_euro'] = Player_Attributes_with_Names['value_euro'].fillna(Player_Attributes_with_Names['value_euro'].mean())
Player_Attributes_with_Names['wage_euro'] = Player_Attributes_with_Names['wage_euro'].fillna(Player_Attributes_with_Names['wage_euro'].mean())

# Checking again for null values to confirm
print(Player_Attributes_with_Names.isnull().sum())

name                             0
full_name                        0
birth_date                       0
age                              0
height_cm                        0
weight_kgs                       0
positions                        0
nationality                      0
overall_rating                   0
potential                        0
value_euro                       0
wage_euro                        0
preferred_foot                   0
international_reputation(1-5)    0
weak_foot(1-5)                   0
skill_moves(1-5)                 0
body_type                        0
crossing                         0
finishing                        0
heading_accuracy                 0
short_passing                    0
volleys                          0
dribbling                        0
curve                            0
freekick_accuracy                0
long_passing                     0
ball_control                     0
acceleration                     0
sprint_speed                     0
agility                          0
reactions                        0
balance                          0
shot_power                       0
jumping                          0
stamina                          0
strength                         0
long_shots                       0
aggression                       0
interceptions                    0
positioning                      0
vision                           0
penalties                        0
composure                        0
marking                          0
standing_tackle                  0
sliding_tackle                   0
dtype: int64

Team Attributes Table

Team_Attributes_with_Names.isnull().sum()

id_x                                0
team_api_id                         0
team_fifa_api_id_x                  0
team_long_name                      0
team_short_name                     0
id_y                                0
team_fifa_api_id_y                  0
date                                0
buildUpPlaySpeed                    0
buildUpPlaySpeedClass               0
buildUpPlayDribbling              969
buildUpPlayDribblingClass           0
buildUpPlayPassing                  0
buildUpPlayPassingClass             0
buildUpPlayPositioningClass         0
chanceCreationPassing               0
chanceCreationPassingClass          0
chanceCreationCrossing              0
chanceCreationCrossingClass         0
chanceCreationShooting              0
chanceCreationShootingClass         0
chanceCreationPositioningClass      0
defencePressure                     0
defencePressureClass                0
defenceAggression                   0
defenceAggressionClass              0
defenceTeamWidth                    0
defenceTeamWidthClass               0
defenceDefenderLineClass            0
dtype: int64

Team_Attributes_with_Names.drop(columns=['buildUpPlayDribbling'], inplace=True)

Match, Country, League and Team Table

MCLT_Combined.isnull().sum()

id                      0
country_id              0
league_id               0
season                  0
stage                   0
                       ..
name_country            0
home_team_long_name     0
home_team_short_name    0
away_team_long_name     0
away_team_short_name    0
Length: 121, dtype: int64

# printing the null values
null_values = MCLT_Combined.isnull().sum()

# Filtering and displaying columns with no null values
no_null = null_values[null_values ==0]
print(no_null)

id                      0
country_id              0
league_id               0
season                  0
stage                   0
date                    0
match_api_id            0
home_team_api_id        0
away_team_api_id        0
home_team_goal          0
away_team_goal          0
name_league             0
name_country            0
home_team_long_name     0
home_team_short_name    0
away_team_long_name     0
away_team_short_name    0
dtype: int64

# Listing the columns with no missing values
columns_no_null = ['id', 'country_id', 'league_id', 'season', 'stage', 'date',
                   'match_api_id', 'home_team_api_id', 'away_team_api_id',
                   'home_team_goal', 'away_team_goal', 'name_league', 'name_country',
                   'home_team_long_name','away_team_long_name']

# Creating a new DataFrame with these columns
MCLT_Combined = MCLT_Combined[columns_no_null]

# Displaying the first few rows to verify
print(MCLT_Combined.head())

   id  country_id  league_id     season  stage                 date  \
0   1           1          1  2008/2009      1  2008-08-17 00:00:00   
1   2           1          1  2008/2009      1  2008-08-16 00:00:00   
2   3           1          1  2008/2009      1  2008-08-16 00:00:00   
3   4           1          1  2008/2009      1  2008-08-17 00:00:00   
4   5           1          1  2008/2009      1  2008-08-16 00:00:00   

   match_api_id  home_team_api_id  away_team_api_id  home_team_goal  \
0        492473              9987              9993               1   
1        492474             10000              9994               0   
2        492475              9984              8635               0   
3        492476              9991              9998               5   
4        492477              7947              9985               1   

   away_team_goal             name_league name_country home_team_long_name  \
0               1  Belgium Jupiler League      Belgium            KRC Genk   
1               0  Belgium Jupiler League      Belgium    SV Zulte-Waregem   
2               3  Belgium Jupiler League      Belgium   KSV Cercle Brugge   
3               0  Belgium Jupiler League      Belgium            KAA Gent   
4               3  Belgium Jupiler League      Belgium       FCV Dender EH   

  away_team_long_name  
0        Beerschot AC  
1    Sporting Lokeren  
2      RSC Anderlecht  
3           RAEC Mons  
4  Standard de Liège  

Feature Engineering

In this section, we perform featre engineering on our tables of interest to create new variables that will allow us to explore the data of Eurpean football with a different perspective. These feature engineered variables were used for gaining further insights through EDA and other analysis techniques.

On Players Table

Player_Attributes_with_Names.columns.tolist()

['name',
 'full_name',
 'birth_date',
 'age',
 'height_cm',
 'weight_kgs',
 'positions',
 'nationality',
 'overall_rating',
 'potential',
 'value_euro',
 'wage_euro',
 'preferred_foot',
 'international_reputation(1-5)',
 'weak_foot(1-5)',
 'skill_moves(1-5)',
 'body_type',
 'crossing',
 'finishing',
 'heading_accuracy',
 'short_passing',
 'volleys',
 'dribbling',
 'curve',
 'freekick_accuracy',
 'long_passing',
 'ball_control',
 'acceleration',
 'sprint_speed',
 'agility',
 'reactions',
 'balance',
 'shot_power',
 'jumping',
 'stamina',
 'strength',
 'long_shots',
 'aggression',
 'interceptions',
 'positioning',
 'vision',
 'penalties',
 'composure',
 'marking',
 'standing_tackle',
 'sliding_tackle']

• Age Category
• BMI
• Offensive Score
• Defensive Score

Player_Attributes_with_Names['age']

0        31
1        27
2        25
3        27
4        27
         ..
17949    25
17950    23
17951    22
17952    21
17953    19
Name: age, Length: 17954, dtype: int64

bins = [-1, 19, 25, 30, float('inf')]  # Use float('inf') for ages 30 and above
labels = ['Under 20', '20-25', '25-30', '30+']

# Categorizing the 'age' column
Player_Attributes_with_Names['age_category'] = pd.cut(Player_Attributes_with_Names['age'], bins=bins, labels=labels)

# Displaying the updated DataFrame
print(Player_Attributes_with_Names[['age', 'age_category']].head())

   age age_category
0   31          30+
1   27        25-30
2   25        20-25
3   27        25-30
4   27        25-30

Player_Attributes_with_Names['height_cm']

0        170.18
1        154.94
2        190.50
3        162.56
4        187.96
          ...  
17949    175.26
17950    182.88
17951    185.42
17952    175.26
17953    190.50
Name: height_cm, Length: 17954, dtype: float64

#Calculating the BMI
Player_Attributes_with_Names['height_m'] = Player_Attributes_with_Names['height_cm'] / 100  # Convert height to meters
Player_Attributes_with_Names['BMI'] = Player_Attributes_with_Names['weight_kgs'] / (Player_Attributes_with_Names['height_m'] ** 2)

# Categorizing the BMI
def categorize_bmi(bmi):
    if bmi < 18.5:
        return 'Underweight'
    elif 18.5 <= bmi < 24.9:
        return 'Normal weight'
    elif 25 <= bmi < 29.9:
        return 'Overweight'
    else:
        return 'Obesity'

Player_Attributes_with_Names['BMI_category'] = Player_Attributes_with_Names['BMI'].apply(categorize_bmi)

#Displaying the updated DataFrame with BMI and BMI_category
print(Player_Attributes_with_Names[['weight_kgs', 'height_cm', 'BMI', 'BMI_category']].head())

   weight_kgs  height_cm        BMI   BMI_category
0        72.1     170.18  24.895349  Normal weight
1        76.2     154.94  31.741531        Obesity
2        83.9     190.50  23.119157  Normal weight
3        59.0     162.56  22.326705  Normal weight
4        88.9     187.96  25.163491     Overweight

# Defining the offensive and defensive skill columns
offensive_skills = ['finishing', 'crossing', 'dribbling', 'volleys', 'short_passing', 'long_passing', 'ball_control', 'curve', 'freekick_accuracy']
defensive_skills = ['interceptions', 'marking', 'standing_tackle', 'sliding_tackle', 'heading_accuracy', 'aggression']

# Calculating Offensive and Defensive Scores
Player_Attributes_with_Names['offensive_score'] = Player_Attributes_with_Names[offensive_skills].sum(axis=1)
Player_Attributes_with_Names['defensive_score'] = Player_Attributes_with_Names[defensive_skills].sum(axis=1)

# Displaying the updated DataFrame with new scores
print(Player_Attributes_with_Names[['name', 'offensive_score', 'defensive_score']].head())

           name  offensive_score  defensive_score
0      L. Messi              828              227
1    C. Eriksen              777              292
2      P. Pogba              760              414
3    L. Insigne              747              213
4  K. Koulibaly              382              524

# Creating the box plot
offensive_box_plot = px.box(
    Player_Attributes_with_Names,
    y='offensive_score',
    title='Box Plot of Offensive Scores',
    labels={'offensive_score': 'Offensive Score'}
)


offensive_box_plot.show()

# Creating the box plot
defensive_box_plot = px.box(
    Player_Attributes_with_Names,
    y='defensive_score',
    title='Box Plot of Defensive Scores',
    labels={'defensive_score': 'Defensive Score'},
    )

defensive_box_plot.show()

# Defining bins for offensive scores
offensive_bins = [0, 200, 500, 800]
offensive_labels = ['Low', 'Medium', 'High']

# Categorizing scores into bins
Player_Attributes_with_Names['offensive_category'] = pd.cut(
    Player_Attributes_with_Names['offensive_score'],
    bins=offensive_bins,
    labels=offensive_labels,
    right=False
)

Player_Attributes_with_Names['offensive_category']

0           NaN
1          High
2          High
3          High
4        Medium
          ...  
17949      High
17950    Medium
17951       Low
17952    Medium
17953    Medium
Name: offensive_category, Length: 17954, dtype: category
Categories (3, object): ['Low' < 'Medium' < 'High']

# Defining the bins for defensive scores
defensive_bins = [0, 200, 500, 800]
defensive_labels = ['Low', 'Medium', 'High']

# Categorizing the scores into bins
Player_Attributes_with_Names['defensive_category'] = pd.cut(
    Player_Attributes_with_Names['defensive_score'],
    bins=defensive_bins,
    labels=defensive_labels,
    right=False
)

Player_Attributes_with_Names['defensive_score']

0        227
1        292
2        414
3        213
4        524
        ... 
17949    248
17950    347
17951     84
17952    159
17953    220
Name: defensive_score, Length: 17954, dtype: int64

Player_Attributes_with_Names.shape

(17954, 54)

Player_Attributes_with_Names['overall_rating'].describe()

count    17954.000000
mean        66.240169
std          6.963730
min         47.000000
25%         62.000000
50%         66.000000
75%         71.000000
max         94.000000
Name: overall_rating, dtype: float64

Performance Category Based on Overal_rating

def categorize_rating(overall_rating):
    if overall_rating < 65:
        return 'Low'
    elif 65 <= overall_rating < 80:
        return 'Medium'
    else:
        return 'High'

# Creating a new column for performance categories
Player_Attributes_with_Names['performance_category'] = Player_Attributes_with_Names['overall_rating'].apply(categorize_rating)

file_path = '/content/drive/MyDrive/FootBall/Final Tables/Player_Attributes_with_Names.csv' Player_Attributes_with_Names.to_csv(file_path, index=False)

On MCLT Table

MCLT_Combined.columns

Index(['id', 'country_id', 'league_id', 'season', 'stage', 'date',
       'match_api_id', 'home_team_api_id', 'away_team_api_id',
       'home_team_goal', 'away_team_goal', 'name_league', 'name_country',
       'home_team_long_name', 'away_team_long_name'],
      dtype='object')

• Match Result
• Total Goals

MCLT_Combined['home_team_goal']

0        1
1        0
2        0
3        5
4        1
        ..
25974    1
25975    1
25976    2
25977    0
25978    4
Name: home_team_goal, Length: 25979, dtype: int64

# Adding a column for match result
def match_result(row):
    if row['home_team_goal'] > row['away_team_goal']:
        return 'Home Win'
    elif row['home_team_goal'] < row['away_team_goal']:
        return 'Away Win'
    else:
        return 'Draw'

MCLT_Combined['match_result'] = MCLT_Combined.apply(match_result, axis=1)

# Adding a new column for total goals
MCLT_Combined['total_goals'] = MCLT_Combined['home_team_goal'] + MCLT_Combined['away_team_goal']

Final Tables

In this section we list the final tables that we derived after performing preprocessing and transformations.

Player_Attributes_with_Names

Player_Attributes_with_Names.describe()

	age	height_cm	weight_kgs	overall_rating	potential	value_euro	wage_euro	international_reputation(1-5)	weak_foot(1-5)	skill_moves(1-5)	...	vision	penalties	composure	marking	standing_tackle	sliding_tackle	height_m	BMI	offensive_score	defensive_score
count	17954.000000	17954.000000	17954.000000	17954.000000	17954.000000	1.795400e+04	17954.000000	17954.000000	17954.000000	17954.000000	...	17954.000000	17954.000000	17954.000000	17954.000000	17954.000000	17954.000000	17954.000000	17954.000000	17954.000000	17954.000000
mean	25.565445	174.946921	75.301047	66.240169	71.430935	2.479280e+06	9902.134628	1.111674	2.945695	2.361034	...	53.406260	48.357302	58.680183	47.162861	47.733040	45.705915	1.749469	24.933142	452.336749	295.224518
std	4.705708	14.029449	7.083684	6.963730	6.131339	5.646481e+06	21844.377245	0.392168	0.663691	0.763223	...	14.156038	15.810844	11.625541	20.037346	21.674973	21.285812	0.140294	3.868855	141.905066	107.192259
min	17.000000	152.400000	49.900000	47.000000	48.000000	1.000000e+04	1000.000000	1.000000	1.000000	1.000000	...	10.000000	5.000000	12.000000	3.000000	2.000000	3.000000	1.524000	16.954928	77.000000	57.000000
25%	22.000000	154.940000	69.900000	62.000000	67.000000	3.250000e+05	1000.000000	1.000000	3.000000	2.000000	...	44.000000	38.000000	51.000000	30.000000	27.000000	24.000000	1.549400	22.365014	387.000000	214.000000
50%	25.000000	175.260000	74.800000	66.000000	71.000000	7.250000e+05	3000.000000	1.000000	3.000000	2.000000	...	55.000000	49.000000	60.000000	52.500000	55.000000	52.000000	1.752600	23.473057	480.000000	317.000000
75%	29.000000	185.420000	79.800000	71.000000	75.000000	2.300000e+06	9902.134628	1.000000	3.000000	3.000000	...	64.000000	60.000000	67.000000	64.000000	66.000000	64.000000	1.854200	27.034453	551.000000	382.000000
max	46.000000	205.740000	110.200000	94.000000	95.000000	1.105000e+08	565000.000000	5.000000	5.000000	5.000000	...	94.000000	92.000000	96.000000	94.000000	93.000000	90.000000	2.057400	47.447317	828.000000	540.000000

8 rows × 43 columns

Player_Attributes_with_Names.dtypes

name                               object
full_name                          object
birth_date                         object
age                                 int64
height_cm                         float64
weight_kgs                        float64
positions                          object
nationality                        object
overall_rating                      int64
potential                           int64
value_euro                        float64
wage_euro                         float64
preferred_foot                     object
international_reputation(1-5)       int64
weak_foot(1-5)                      int64
skill_moves(1-5)                    int64
body_type                          object
crossing                            int64
finishing                           int64
heading_accuracy                    int64
short_passing                       int64
volleys                             int64
dribbling                           int64
curve                               int64
freekick_accuracy                   int64
long_passing                        int64
ball_control                        int64
acceleration                        int64
sprint_speed                        int64
agility                             int64
reactions                           int64
balance                             int64
shot_power                          int64
jumping                             int64
stamina                             int64
strength                            int64
long_shots                          int64
aggression                          int64
interceptions                       int64
positioning                         int64
vision                              int64
penalties                           int64
composure                           int64
marking                             int64
standing_tackle                     int64
sliding_tackle                      int64
age_category                     category
height_m                          float64
BMI                               float64
BMI_category                       object
offensive_score                     int64
defensive_score                     int64
offensive_category               category
defensive_category               category
performance_category               object
dtype: object

Player_Attributes_with_Names.shape

(17954, 55)

# Getting the data types of all columns
data_types = Player_Attributes_with_Names.dtypes

# Counting numerical columns
num_cols = sum(data_types == 'int64') + sum(data_types == 'float64')

# Counting categorical columns
cat_cols = len(data_types) - num_cols

print("Number of numerical columns:", num_cols)
print("Number of categorical columns:", cat_cols)

Number of numerical columns: 43
Number of categorical columns: 12

Team_Attributes_with_Names

Team_Attributes_with_Names.describe()

	id_x	team_api_id	team_fifa_api_id_x	id_y	team_fifa_api_id_y	buildUpPlaySpeed	buildUpPlayPassing	chanceCreationPassing	chanceCreationCrossing	chanceCreationShooting	defencePressure	defenceAggression	defenceTeamWidth
count	1458.000000	1458.000000	1458.000000	1458.000000	1458.000000	1458.000000	1458.000000	1458.000000	1458.000000	1458.000000	1458.000000	1458.000000	1458.000000
mean	22692.858711	9995.727023	17706.982167	729.500000	17706.982167	52.462277	48.490398	52.165295	53.731824	53.969136	46.017147	49.251029	52.185871
std	15015.159107	13264.869900	39179.857739	421.032659	39179.857739	11.545869	10.896101	10.360793	11.086796	10.327566	10.227225	9.738028	9.574712
min	1.000000	1601.000000	1.000000	1.000000	1.000000	20.000000	20.000000	21.000000	20.000000	22.000000	23.000000	24.000000	29.000000
25%	9547.250000	8457.750000	110.000000	365.250000	110.000000	45.000000	40.000000	46.000000	47.000000	48.000000	39.000000	44.000000	47.000000
50%	20524.500000	8674.000000	485.000000	729.500000	485.000000	52.000000	50.000000	52.000000	53.000000	53.000000	45.000000	48.000000	52.000000
75%	35294.000000	9904.000000	1900.000000	1093.750000	1900.000000	62.000000	55.000000	59.000000	62.000000	61.000000	51.000000	55.000000	58.000000
max	50204.000000	274581.000000	112513.000000	1458.000000	112513.000000	80.000000	80.000000	80.000000	80.000000	80.000000	72.000000	72.000000	73.000000

Team_Attributes_with_Names.dtypes

id_x                                int64
team_api_id                         int64
team_fifa_api_id_x                float64
team_long_name                     object
team_short_name                    object
id_y                                int64
team_fifa_api_id_y                  int64
date                               object
buildUpPlaySpeed                    int64
buildUpPlaySpeedClass              object
buildUpPlayDribblingClass          object
buildUpPlayPassing                  int64
buildUpPlayPassingClass            object
buildUpPlayPositioningClass        object
chanceCreationPassing               int64
chanceCreationPassingClass         object
chanceCreationCrossing              int64
chanceCreationCrossingClass        object
chanceCreationShooting              int64
chanceCreationShootingClass        object
chanceCreationPositioningClass     object
defencePressure                     int64
defencePressureClass               object
defenceAggression                   int64
defenceAggressionClass             object
defenceTeamWidth                    int64
defenceTeamWidthClass              object
defenceDefenderLineClass           object
dtype: object

Team_Attributes_with_Names.shape

(1458, 28)

# Getting the data types of all columns
data_types = Team_Attributes_with_Names.dtypes

# Counting the numerical columns
num_cols = sum(data_types == 'int64') + sum(data_types == 'float64')

# Counting categorical columns
cat_cols = len(data_types) - num_cols

print("Number of numerical columns:", num_cols)
print("Number of categorical columns:", cat_cols)

Number of numerical columns: 13
Number of categorical columns: 15

Match ,Country ,League Table

MCLT_Combined.describe()

	id	country_id	league_id	stage	match_api_id	home_team_api_id	away_team_api_id	home_team_goal	away_team_goal	total_goals
count	25979.000000	25979.000000	25979.000000	25979.000000	2.597900e+04	25979.000000	25979.000000	25979.000000	25979.000000	25979.000000
mean	12990.000000	11738.630317	11738.630317	18.242773	1.195429e+06	9984.371993	9984.475115	1.544594	1.160938	2.705531
std	7499.635658	7553.936759	7553.936759	10.407354	4.946279e+05	14087.453758	14087.445135	1.297158	1.142110	1.672456
min	1.000000	1.000000	1.000000	1.000000	4.831290e+05	1601.000000	1601.000000	0.000000	0.000000	0.000000
25%	6495.500000	4769.000000	4769.000000	9.000000	7.684365e+05	8475.000000	8475.000000	1.000000	0.000000	2.000000
50%	12990.000000	10257.000000	10257.000000	18.000000	1.147511e+06	8697.000000	8697.000000	1.000000	1.000000	3.000000
75%	19484.500000	17642.000000	17642.000000	27.000000	1.709852e+06	9925.000000	9925.000000	2.000000	2.000000	4.000000
max	25979.000000	24558.000000	24558.000000	38.000000	2.216672e+06	274581.000000	274581.000000	10.000000	9.000000	12.000000

MCLT_Combined.dtypes

id                      int64
country_id              int64
league_id               int64
season                 object
stage                   int64
date                   object
match_api_id            int64
home_team_api_id        int64
away_team_api_id        int64
home_team_goal          int64
away_team_goal          int64
name_league            object
name_country           object
home_team_long_name    object
away_team_long_name    object
match_result           object
total_goals             int64
dtype: object

MCLT_Combined.shape

(25979, 17)

# Getting the data types of all columns
data_types = MCLT_Combined.dtypes

# Counting the numerical columns
num_cols = sum(data_types == 'int64') + sum(data_types == 'float64')

# Counting the categorical columns
cat_cols = len(data_types) - num_cols

print("Number of numerical columns:", num_cols)
print("Number of categorical columns:", cat_cols)

Number of numerical columns: 10
Number of categorical columns: 7

Exploratory Data Analysis

Exploratory Data Analysis (EDA) is the initial phase of data analysis where we explore the dataset to uncover patterns, relationships, and anomalies. In this project, we performed EDA to gain a deeper understanding of player, match and team attributes by plotting various visualizations such as correlation heatmaps, distribution plots, and scatter plots. These graphs helped us identify significant relationships between variables.

Correlations

In this section, we analyze the correlations between various attributes of both players and teams to uncover significant relationships within the dataset. Using correlation matrices and heatmaps, we explore how different player skills, team strategies, and other features influence one another. By examining these correlations, we can identify patterns, such as how certain skills are correlatd. This analysis provides a deeper understanding of our dataset

The following correlation heatmap visualizes the relationships between different player attributes in the dataset. The colors represent the strength of the correlation, with red indicating a positive correlation and blue representing a negative correlation.

# Selecting only numerical columns
numerical_df = Player_Attributes_with_Names.select_dtypes(include=[np.number])

# Computing the correlation matrix
corr = numerical_df.corr()

# Generating a mask for the upper triangle
mask = np.triu(np.ones_like(corr, dtype=bool))

# Setting up the matplotlib figure
plt.figure(figsize=(28, 24))

# Generating a custom diverging colormap
cmap = sns.diverging_palette(230, 20, as_cmap=True)

# Drawing the heatmap with the mask and correct aspect ratio
sns.heatmap(corr, mask=mask, cmap=cmap, vmax=.3, center=0,
            square=True, linewidths=.5, cbar_kws={"shrink": .5}, annot=True)

# Setting up the title
plt.title('Correlation Heatmap', fontsize=20)

# Showing the plot
plt.show()

High Positive Correlations:

• Attributes such as short_passing, ball_control, and dribbling are strongly correlated with each other (values close to 0.8), suggesting that players who are good at one of these skills tend to excel at the others.
• strength and heading_accuracy (0.62) show a strong positive relationship, indicating that stronger players tend to perform better in heading.
• offensive_score shows strong positive correlations with attributes like finishing (0.76) and positioning (0.72), indicating that offensive-minded players tend to excel in scoring-related metrics.

Low or Negative Correlations:

• Some attributes like balance and strength have a negative correlation (-0.45), suggesting that players with higher strength tend to have lower balance.
• defensive_score is negatively correlated with attributes like dribbling and ball_control, indicating that players who excel in defense typically have lower values for offensive skills.

Below we plot a heatmap that shows the correlation between various player attributes and the overall rating. Darker blue shades indicate higher positive correlations with the player's overall rating, while lighter shades indicate weaker correlations.

# Filtering the DataFrame to include only numerical columns
numeric_data = Player_Attributes_with_Names.select_dtypes(include=['int64', 'float64'])

# Computing the correlation matrix
corr = numeric_data.corr()

# Extracting correlations with the target variable 'overall_rating'
target_variable = 'overall_rating'
target_corr = corr[target_variable].drop(target_variable)

# Sorting the correlation values in descending order
target_corr_sorted = target_corr.sort_values(ascending=False)

# Creating a heatmap for the correlation with 'overall_rating'
plt.figure(figsize=(14, 10))
sns.heatmap(target_corr_sorted.to_frame(), cmap="Blues", annot=True, fmt='.2f', cbar=True)
plt.title('Correlation with Overall Rating')
plt.xticks(rotation=45)
plt.tight_layout()
plt.show()

Strong Correlations:

• Reactions (0.86), composure (0.73), and potential (0.65) show the strongest correlations with a player's overall rating. This suggests that players with higher reaction speeds and composure tend to have higher overall ratings.
• Monetary values like value_euro (0.63) and wage_euro (0.57) are also highly correlated with overall rating, meaning more highly rated players tend to be more valuable and earn higher wages.

Moderate Correlations:

• Skills like short_passing (0.51), vision (0.51), and long_passing (0.49) are moderately correlated with overall rating, indicating that better passers are generally rated higher.
• Other attributes like offensive_score (0.47) and ball_control (0.46) also have a notable relationship with overall rating, suggesting these contribute significantly to a player's perceived value.

Lower Correlations:

• Height (0.04), weight (0.15), and BMI (0.05) show very weak correlations, indicating that physical attributes like these have little to no impact on a player's overall rating.
• Defensive metrics like standing_tackle (0.25) and interceptions (0.32) are less strongly correlated with overall rating compared to offensive or technical skills.

# Removing unwanted columns before calculating correlation
columns_to_remove = ['id_x', 'id_y', 'team_api_id','team_fifa_api_id','fuzzy_cluster']

# Selecting the numerical columns excluding the unwanted ones
numerical_columns = Team_Attributes_with_Names.select_dtypes(include=['float64', 'int64']).columns
numerical_columns = numerical_columns.difference(columns_to_remove)

# Calculating the correlation matrix
correlation_matrix = Team_Attributes_with_Names[numerical_columns].corr()

# Plotting the correlation matrix
plt.figure(figsize=(10, 8))
sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm', fmt='.2f')
plt.title('Correlation Matrix')
plt.show()

This correlation matrix shows the relationships between various team attributes such as build-up play, chance creation, and defense strategies. Notable insights include a moderate positive correlation between buildUpPlayPassing and buildUpPlaySpeed (0.40), suggesting that teams with faster build-up play tend to focus on passing strategies. There is also a strong relationship between defencePressure and defenceAggression (0.42), indicating that more aggressive teams often apply higher defensive pressure. DefencePressure and defenceTeamWidth are also positively correlated (0.51), suggesting that teams applying high pressure often have wider defensive formations. Overall, this matrix helps us understand how different tactical aspects are related in team play.

Univariate Analysis

Bar Plots

What age group of players have high overall rating?

# Grouping by 'age_category' and calculating the mean overall rating
mean_overall_rating = Player_Attributes_with_Names.groupby('age_category')['overall_rating'].mean()

# Identifying the age group with the highest overall rating
highest_rating_group = mean_overall_rating.idxmax()
highest_rating_value = mean_overall_rating.max()

# Printing the results
print(f"The age group with the highest overall rating is '{highest_rating_group}' with an average rating of {highest_rating_value:.2f}.")

# Converting the Series to a DataFrame for plotting
mean_rating_df = mean_overall_rating.reset_index()

# Creating a Plotly bar plot
fig = px.bar(mean_rating_df, x='age_category', y='overall_rating',
             title='Mean Overall Rating by Age Group',
             labels={'overall_rating': 'Mean Overall Rating', 'age_category': 'Age Group'},
             color='overall_rating',
             color_continuous_scale=px.colors.sequential.Blues)


fig.show()

The age group with the highest overall rating is '30+' with an average rating of 69.51.

What age group of players have highest 'value euro' (overall sum)?

# Grouping by 'age_category' and calculating the sum of 'value_euro'
total_value_euro = Player_Attributes_with_Names.groupby('age_category')['value_euro'].sum()

#  Converting the series to a DataFrame for easier plotting
total_value_df = total_value_euro.reset_index()

# Identifying the age group with the highest total value in euros
highest_value_group = total_value_euro.idxmax()
highest_value_sum = total_value_euro.max()

# Printing the results
print(f"The age group with the highest total value in euros is '{highest_value_group}' with a total value of €{highest_value_sum:.2f}.")

# Creating a Plotly bar plot
fig = px.bar(total_value_df, x='age_category', y='value_euro',
             title='Total Value in Euros by Age Group',
             labels={'value_euro': 'Total Value in Euros (€)', 'age_category': 'Age Group'},
             color='value_euro',
             color_continuous_scale=px.colors.sequential.Viridis)


fig.show()

The age group with the highest total value in euros is '25-30' with a total value of €19010682979.83.

What BMI categories the players fall into?

bmi_counts = Player_Attributes_with_Names['BMI_category'].value_counts().reset_index()
bmi_counts.columns = ['BMI_category', 'Count']

# Creating a bar plot using Plotly
fig = px.bar(bmi_counts, x='BMI_category', y='Count',
             title='Distribution of BMI Categories',
             labels={'Count': 'Number of Players', 'BMI_category': 'BMI Category'},
             color='Count',
             color_continuous_scale=px.colors.sequential.Greens)

fig.show()

How many players have high Offensive Score Category

# Counting the occurrences in each offensive category
offensive_counts = Player_Attributes_with_Names['offensive_category'].value_counts().reset_index()
offensive_counts.columns = ['offensive_category', 'count']

offensive_fig = px.bar(
    offensive_counts,
    x='offensive_category',
    y='count',
    labels={'offensive_category': 'Offensive Score Category', 'count': 'Count'},
    title='Count of Players by Offensive Score Category',
    color='offensive_category',
    color_discrete_sequence=px.colors.qualitative.Vivid
)


offensive_fig.show()

What category of defensive score most players fall into?

defensive_counts = Player_Attributes_with_Names['defensive_category'].value_counts().reset_index()
defensive_counts.columns = ['defensive_category', 'count']

defensive_fig = px.bar(
    defensive_counts,
    x='defensive_category',
    y='count',
    labels={'defensive_category': 'Defensive Score Category', 'count': 'Count'},
    title='Count of Players by Defensive Score Category',
    color='defensive_category',
    color_discrete_sequence=px.colors.qualitative.Plotly
)


defensive_fig.show()

How many matched were played per each league?

# Bar chart of match results
match_result_counts = MCLT_Combined['name_league'].value_counts().reset_index()
match_result_counts.columns = ['name_league', 'count']

fig_match_result = px.bar(match_result_counts,
                          x='name_league', y='count',
                          title='Match Count by League',
                          labels={'name_league': 'Leagues t', 'count': 'Count'})
fig_match_result.show()

What is the most frequent match outcome (Home Win, Away Win, or Draw) based on the match result distribution?

# Bar chart of match results
match_result_counts = MCLT_Combined['match_result'].value_counts().reset_index()
match_result_counts.columns = ['match_result', 'count']

fig_match_result = px.bar(match_result_counts,
                          x='match_result', y='count',
                          title='Match Result Distribution',
                          labels={'match_result': 'Match Result', 'count': 'Count'})
fig_match_result.show()

Box Plots

What is the typical range of "Defence Pressure" values?

# Boxplot for defencePressure
sns.boxplot(x=Team_Attributes_with_Names['defencePressure'])
plt.title('Boxplot of Defence Pressure')
plt.xlabel('Defence Pressure')
plt.show()

What is the typical goal distribution for home and away teams?

# Box plot comparing home and away team goals
fig_goals_comparison = px.box(MCLT_Combined.melt(id_vars=['season'], value_vars=['home_team_goal', 'away_team_goal']),
                              x='variable', y='value', title='Comparison of Home vs Away Team Goals', labels={'value': 'Goals', 'variable': 'Team'})
fig_goals_comparison.show()

Distributions

How does the goal difference vary between home and away matches?

# Adding a new column
MCLT_Combined['goal_difference'] = MCLT_Combined['home_team_goal'] - MCLT_Combined['away_team_goal']

# Histogram of goal difference
fig_goal_diff = px.histogram(MCLT_Combined, x='goal_difference', nbins=20, color='match_result',
                             title='Distribution of Goal Difference (Home vs Away)')
fig_goal_diff.update_layout(xaxis_title='Goal Difference (Home - Away)', yaxis_title='Count')
fig_goal_diff.show()

How are the goals distributed by home teams in matches?

# Histogram of home team goals
fig_home_goals = px.histogram(MCLT_Combined, x='home_team_goal', nbins=10, title='Distribution of Home Team Goals')
fig_home_goals.show()

How are the goals distributed by away teams in matches?

# Histogram of away team goals
fig_away_goals = px.histogram(MCLT_Combined, x='away_team_goal', nbins=10, title='Distribution of Away Team Goals')
fig_away_goals.show()

Interactive Distribution of Team Performance Metrics

team_selected_columns = [
 'buildUpPlaySpeed', 'buildUpPlaySpeedClass',
       'buildUpPlayDribblingClass', 'buildUpPlayPassing',
       'buildUpPlayPassingClass', 'buildUpPlayPositioningClass',
       'chanceCreationPassing', 'chanceCreationPassingClass',
       'chanceCreationCrossing', 'chanceCreationCrossingClass',
       'chanceCreationShooting', 'chanceCreationShootingClass',
       'chanceCreationPositioningClass', 'defencePressure',
       'defencePressureClass', 'defenceAggression', 'defenceAggressionClass',
       'defenceTeamWidth', 'defenceTeamWidthClass',
       'defenceDefenderLineClass'
]

# Extracting the relevant data for clustering
team_performance_data = Team_Attributes_with_Names[team_selected_columns]

# Getting numerical columns
numerical_columns = team_performance_data.select_dtypes(include=['number']).columns.tolist()

# Initializing figure
fig = go.Figure()

# Adding initial distribution trace for the first numerical column
initial_column = numerical_columns[0]
fig.add_trace(
    ff.create_distplot(
        [Team_Attributes_with_Names[initial_column].dropna()],
        [initial_column],
        bin_size=0.5,
        show_rug=False
    ).data[0]  # Get the first trace
)

# Creating the dropdown buttons for interactive plot
buttons = []
for column in numerical_columns:
    buttons.append(
        dict(
            method='update',
            label=column,
            args=[{'x': [Team_Attributes_with_Names[column].dropna()],
                    'name': column},
                  {'title': f'Distribution of {column}'}]
        )
    )

# Updating the layout with dropdown
fig.update_layout(
    updatemenus=[dict(
        active=0,
        buttons=buttons,
        direction="down",
        pad={"r": 10, "t": 10},
        showactive=True,
        x=0.0,
        xanchor="left",
        y=1.15,
        yanchor="top"
    )],
    title_text=f'Distribution of {initial_column}',
    xaxis_title=initial_column,
    yaxis_title='Frequency',
    template='plotly_white'
)


fig.show()

What is the distribution of players' finishing skills, and how does it vary across different skill levels?

# Distribution plot for Finishing
plt.figure(figsize=(12, 6))
sns.histplot(Player_Attributes_with_Names['finishing'], bins=30, kde=True, color='blue')
plt.title('Distribution of Finishing Attribute')
plt.xlabel('Finishing')
plt.ylabel('Frequency')
plt.show()

Bivariate Analysis

How are match results distributed across different stages of the season?

# Matching the results distribution by stage
fig = px.histogram(MCLT_Combined, x='stage', color='match_result', barmode='group',
                   title="Match Results by Stage")
fig.update_layout(xaxis_title="Stage", yaxis_title="Count of Results", legend_title="Match Result")
fig.show()

How does a player's overall rating correlate with their market value in euros?

# Scatter plot of Overall Rating vs. Value in Euros
fig = px.scatter(Player_Attributes_with_Names,
                 x='overall_rating',
                 y='value_euro',
                 hover_name='name',
                 title='Overall Rating vs. Value in Euros',
                 labels={'overall_rating': 'Overall Rating', 'value_euro': 'Value in Euros'},
                 color='age',
                 template='plotly')
fig.show()

How does a player's overall rating vary depending on their preferred foot?

# Box plot of Overall Rating by Preferred Foot
fig = px.box(Player_Attributes_with_Names,
             x='preferred_foot',
             y='overall_rating',
             color='preferred_foot',
             title='Overall Rating by Preferred Foot',
             labels={'preferred_foot': 'Preferred Foot', 'overall_rating': 'Overall Rating'},
             template='plotly')
fig.show()

How do average home goals compare to average away goals across different leagues?

# Calculating the mean home and away goals by league
home_goals = MCLT_Combined.groupby('name_league')['home_team_goal'].mean().reset_index()
away_goals = MCLT_Combined.groupby('name_league')['away_team_goal'].mean().reset_index()

# Merging home and away goals into one DataFrame
merged_goals = home_goals.merge(away_goals, on='name_league', suffixes=('_home', '_away'))

# Creating the bar chart using Plotly
fig = px.bar(
    merged_goals,
    x='name_league',
    y=['home_team_goal', 'away_team_goal'],
    labels={'value': 'Average Goals', 'name_league': 'League'},  # Adding axis labels
    title='Home vs Away Goals by League'
)

fig.update_layout(
    barmode='group',
    xaxis_tickangle=-45,
    height=600,
    width=1000
)

fig.show()

Multivariate Analysis

How do the total goals differ across countries and leagues?

# Total goals by country and league
fig = px.box(MCLT_Combined, x="name_country", y="total_goals", color="name_league",
             title="Goals Distribution by Country and League")
fig.update_layout(xaxis_title="Country", yaxis_title="Total Goals")
fig.show()

How does the average total number of goals scored per season vary by country collectively ?

# Line plot of total goals per season by country
total_goals_trend = MCLT_Combined.groupby(['season', 'name_country'])['total_goals'].mean().reset_index()

fig_goals_trend = px.line(total_goals_trend, x='season', y='total_goals', color='name_country',
                          title='Seasonal Trend of Average Total Goals by Country')
fig_goals_trend.update_layout(yaxis_title='Average Total Goals', xaxis_title='Season')
fig_goals_trend.show()

What are the average goals scored per league

# Converting the 'total_goals' column to numeric
MCLT_Combined['total_goals'] = pd.to_numeric(MCLT_Combined['total_goals'], errors='coerce')

# Calculating the Average Goals per League
LeagueAvgGoal_df = MCLT_Combined.groupby(['name_league'])['total_goals'].mean().sort_values(ascending=False).reset_index()

# Plotting the average goals scored per league
sns.set_style('white')

# Defining a color palette
color_palette = sns.color_palette("viridis", len(LeagueAvgGoal_df))

# Creating the bar plot
a = sns.catplot(kind='bar', x='total_goals', y='name_league', data=LeagueAvgGoal_df,
                ci='sd', edgecolor='k', palette=color_palette)

# Customizing plot labels
a.fig.set_size_inches(12, 8)
plt.xticks(fontsize=12)
plt.yticks(fontsize=12)
plt.xlabel('Average Goals Scored', fontsize=15)
plt.ylabel('League', fontsize=15)
plt.xlim(0, 4)  # Adjust as necessary for your data
plt.title('Avg. Goals Scored per League', fontsize=20)

# Annotating bars with their values
for index, value in enumerate(LeagueAvgGoal_df['total_goals']):
    plt.text(value + 0.05, index, f"{value:.2f}", fontsize=12)  # Adjust 0.05 for spacing

plt.show()

What are the proportions of match outcomes (home win, away win, draw) for each league, and how predictable are the match results across different leagues?

# Creating the pivot table
LeagueProp = MCLT_Combined.pivot_table(index='name_league', columns='match_result',
                                           values='match_api_id', aggfunc='count', fill_value=0)

# Summing up the total number of matches played in each league
LeagueProp['sum'] = LeagueProp.sum(axis=1)

result_columns = ['Home Win', 'Away Win', 'Draw']

# Calculating the proportions
LeagueProp = LeagueProp[result_columns].divide(LeagueProp['sum'], axis=0).multiply(100)

# Plotting the proportions
ax = LeagueProp.plot.barh(stacked=True, figsize=(10, 8),
                           width=0.75, color=sns.color_palette("hls", len(result_columns)),
                           edgecolor='w', alpha=0.8)

# Customizing the plot
ax.legend(result_columns, bbox_to_anchor=(1.2, 1), loc='upper right')
plt.title('Predictability of Match Outcomes by League', fontsize=20)
plt.xlabel('Proportion (%)', fontsize=15)
plt.ylabel('Leagues', fontsize=15)
plt.xticks(fontsize=12)
plt.yticks(fontsize=12)

# Annotating each bar with the percentage values
for i, league in enumerate(LeagueProp.index):
    cumulative = 0
    for result in result_columns:
        cumulative += LeagueProp.loc[league, result]
        plt.text(cumulative - LeagueProp.loc[league, result] / 2, i,
                 f"{round(LeagueProp.loc[league, result], 2)} %", fontsize=12, va='center')


plt.tight_layout()
plt.show()

Which teams have the highest win and loss percentages in historical matches, and how do these metrics compare across the top teams?

MCLT_Combined.columns

Index(['id', 'country_id', 'league_id', 'season', 'stage', 'date',
       'match_api_id', 'home_team_api_id', 'away_team_api_id',
       'home_team_goal', 'away_team_goal', 'name_league', 'name_country',
       'home_team_long_name', 'away_team_long_name', 'match_result',
       'total_goals', 'goal_difference'],
      dtype='object')

df = MCLT_Combined.copy()

# Calculating the win percentage for each team
home_wins = df[df['match_result'] == 'Home Win']['home_team_long_name'].value_counts()
away_wins = df[df['match_result'] == 'Away Win']['away_team_long_name'].value_counts()
total_wins = home_wins.add(away_wins, fill_value=0)

home_losses = df[df['match_result'] == 'Away Win']['home_team_long_name'].value_counts()
away_losses = df[df['match_result'] == 'Home Win']['away_team_long_name'].value_counts()
total_losses = home_losses.add(away_losses, fill_value=0)

total_matches_home = df['home_team_long_name'].value_counts()
total_matches_away = df['away_team_long_name'].value_counts()
total_matches = total_matches_home.add(total_matches_away, fill_value=0)

# Win and Loss percentages
win_percentage = (total_wins / total_matches) * 100
loss_percentage = (total_losses / total_matches) * 100

# Getting top 10 winning teams
top_winning_teams = win_percentage.sort_values(ascending=False).head(10)

# Getting top 10 losing teams
top_losing_teams = loss_percentage.sort_values(ascending=False).head(10)

# Plotting the results
fig, ax = plt.subplots(1, 2, figsize=(15, 8))

# Most winning teams
ax[0].barh(top_winning_teams.index, top_winning_teams.values, color='green', alpha=0.7)
ax[0].set_title('Most Winning Teams in History')
ax[0].set_xlabel('% of Wins')
ax[0].invert_yaxis()

# Most losing teams
ax[1].barh(top_losing_teams.index, top_losing_teams.values, color='red', alpha=0.7)
ax[1].set_title('Most Losing Teams in History')
ax[1].set_xlabel('% of Losses')
ax[1].invert_yaxis()

# Adding % to bars
for i in ax:
    for bar in i.patches:
        i.annotate(f"{bar.get_width():.2f}%",
                   (bar.get_width(), bar.get_y() + bar.get_height()/2),
                   ha='center', va='center', xytext=(5, 0),
                   textcoords='offset points')

# Displaying the plots
plt.tight_layout()
plt.show()

Dynamic Dropdown

How do the average home and away goals scored by teams vary across different seasons and leagues?

# Creating a pivot table to show average home and away goals by season and league
performance_pivot = MCLT_Combined.pivot_table(values=['home_team_goal', 'away_team_goal'],
                                                 index=['season', 'name_league'], aggfunc='mean').reset_index()

# Initializing the figure with subplots
fig_home_away_performance = make_subplots(rows=1, cols=1)

# Listing of unique leagues for the dropdown
leagues = performance_pivot['name_league'].unique()

# Adding traces for each league
for league in leagues:
    # Filter data for each league
    league_data = performance_pivot[performance_pivot['name_league'] == league]

    # Home goals trace
    fig_home_away_performance.add_trace(
        go.Scatter(
            x=league_data['season'],
            y=league_data['home_team_goal'],
            name=f'Home Goals - {league}',
            visible=(league == leagues[0])  # Only the first trace is visible by default
        ),
        row=1, col=1
    )

    # Away goals trace
    fig_home_away_performance.add_trace(
        go.Scatter(
            x=league_data['season'],
            y=league_data['away_team_goal'],
            name=f'Away Goals - {league}',
            visible=(league == leagues[0])  # Only the first trace is visible by default
        ),
        row=1, col=1
    )

# Creating dropdown buttons for interactive plot
buttons = []
for league in leagues:
    buttons.append(
        dict(
            method='update',
            label=league,
            args=[{'visible': [(league == l) or (league == l.replace('Home', 'Away')) for l in leagues]},
                  {'title': f'Home vs Away Team Performance: {league}'}]
        )
    )

# Updating layout with dropdown
fig_home_away_performance.update_layout(
    updatemenus=[
        dict(
            active=0,
            buttons=buttons,
            direction="down",
            pad={"r": 10, "t": 10},
            showactive=True,
            x=0.0,
            xanchor="left",
            y=1.15,
            yanchor="top"
        ),
    ],
    title_text='Home vs Away Team Performance by Season and League',
    yaxis_title='Average Goals',
    xaxis_title='Season'
)

# Setting y-axis range for uniformity
fig_home_away_performance.update_yaxes(range=[0, max(performance_pivot['home_team_goal'].max(), performance_pivot['away_team_goal'].max())])

fig_home_away_performance.show()

How does the average total number of goals scored per season vary by country?

# Aggregating the data
total_goals_trend = MCLT_Combined.groupby(['season', 'name_country'])['total_goals'].mean().reset_index()

# Creating a unique line plot for each country
fig_goals_trend = go.Figure()

# Listing of all unique countries
countries = total_goals_trend['name_country'].unique()

# Adding traces for each country, but only one will be visible at a time based on the dropdown selection
for country in countries:
    visible = True if country == countries[0] else False
    filtered_data = total_goals_trend[total_goals_trend['name_country'] == country]
    fig_goals_trend.add_trace(
        go.Scatter(
            x=filtered_data['season'],
            y=filtered_data['total_goals'],
            name=country,
            visible=visible
        )
    )

# Creating dropdown buttons that allow choosing which country's data to display
buttons = []
for country in countries:
    buttons.append(
        dict(
            method='update',
            label=country,
            args=[{'visible': [country == k for k in countries]},
                  {'title': f'Seasonal Trend of Average Total Goals by Country: {country}'}]
        )
    )

# Including dropdown
fig_goals_trend.update_layout(
    updatemenus=[
        dict(
            active=0,
            buttons=buttons,
            direction="down",
            pad={"r": 10, "t": 10},
            showactive=True,
            x=0.0,
            xanchor="left",
            y=1.15,
            yanchor="top"
        ),
    ],
    yaxis_title='Average Total Goals',
    xaxis_title='Season',
    title=f'Seasonal Trend of Average Total Goals by Country: {countries[0]}'
)

fig_goals_trend.show()

Insights

Following are the key findings that were derived from EDA

Hypothesis Testing

Hypothesis Testing is a statistical method used to determine whether there is enough evidence in a sample of data to support a specific claim or hypothesis about a population parameter. It involves formulating a null hypothesis (H₀) and an alternative hypothesis (H₁), and then using statistical tests to evaluate the likelihood of the observed data under the null hypothesis.

Skewness

Skewness is a measure of the asymmetry of the probability distribution of a real-valued random variable. Positive skewness indicates a longer right tail, while negative skewness indicates a longer left tail. A skewness of zero suggests a symmetrical distribution.

Interpretation of Skewness Values:

• Approximately Symmetric (T-test-friendly): Skewness between -0.5 and 0.5
• Moderately Skewed (Consider transformations): Skewness between -1 and -0.5 or 0.5 and 1
• Highly Skewed (Use non-parametric tests or transformations): Skewness below -1 or above 1

# Automatically select integer columns
int_columns = Player_Attributes_with_Names.select_dtypes(include=['int64']).columns
int_columns = int_columns.drop('age')

# Calculating the skewness
skewness = Player_Attributes_with_Names[int_columns].apply(lambda x: skew(x.dropna()))

# Displaying the skewness
print("Skewness of Integer Variables:")
print(skewness)

Skewness of Integer Variables:
overall_rating                   0.046194
potential                        0.262984
international_reputation(1-5)    4.105136
weak_foot(1-5)                   0.149423
skill_moves(1-5)                 0.147877
crossing                        -0.597419
finishing                       -0.293019
heading_accuracy                -0.883726
short_passing                   -1.095371
volleys                         -0.148474
dribbling                       -1.079623
curve                           -0.240741
freekick_accuracy                0.109290
long_passing                    -0.592150
ball_control                    -1.253168
acceleration                    -0.848305
sprint_speed                    -0.882557
agility                         -0.598371
reactions                       -0.123551
balance                         -0.579763
shot_power                      -0.667196
jumping                         -0.442933
stamina                         -0.940101
strength                        -0.461787
long_shots                      -0.416374
aggression                      -0.432910
interceptions                   -0.273768
positioning                     -0.722056
vision                          -0.350344
penalties                       -0.345322
composure                       -0.417117
marking                         -0.368186
standing_tackle                 -0.344697
sliding_tackle                  -0.274019
offensive_score                 -0.796612
defensive_score                 -0.422504
dtype: float64

Nearly Symmetric:

Variables such as overall_rating (0.046), potential (0.26), weak_foot (0.15), and skill_moves (0.15) have skewness values close to 0, suggesting a near-symmetric distribution, meaning the majority of values are centered around the mean.

Highly Positively Skewed:

• international_reputation (4.1) shows a significant positive skew, indicating that most players have a lower international reputation, while a few have very high values.

This suggests that elite players with high reputations are outliers compared to the general player population.

Moderately Negative Skew:

• Attributes like short_passing (-1.10), dribbling (-1.08), ball_control (-1.25), and stamina (-0.94) show moderate negative skewness, suggesting a concentration of players with higher values in these skills and a longer tail on the lower end of the distribution.

This could indicate that a significant proportion of players are relatively strong in these attributes, with fewer players exhibiting poor performance in these skills.

T-Test

A T-Test is a statistical test used to compare the means of two groups to determine if they are significantly different from each other. It assumes that the data follows a normal distribution and is often used when the sample size is small.

For T-tests (Normally Distributed Variables):

• H0: The means of the two groups are equal.
• H1: The means of the two groups are different.

Q. Is there a significant difference in the average overall rating between left-footed and right-footed players?

Null Hypothesis (H0): The average overall rating is the same for left-footed and right-footed players.

Alternative Hypothesis (H1): The average overall rating is different between left-footed and right-footed players.

If the p-value is less than the significance level (alpha = 0.05), we reject the null hypothesis and conclude that there is a significant difference in the average overall rating between the two groups. Otherwise, we fail to reject the null hypothesis.

Player_Attributes_with_Names.preferred_foot.unique()

array(['Left', 'Right'], dtype=object)

# Grouping the data
left_footed = Player_Attributes_with_Names[Player_Attributes_with_Names['preferred_foot'] == 'Left']['overall_rating'].dropna()
right_footed = Player_Attributes_with_Names[Player_Attributes_with_Names['preferred_foot'] == 'Right']['overall_rating'].dropna()

# Performing T-test (independent samples T-test)
t_stat, p_value = stats.ttest_ind(left_footed, right_footed)

# Printing the results
print(f"T-statistic: {t_stat:.4f}")
print(f"P-value: {p_value:.4f}")

# Setting significance level
alpha = 0.05

# Conclusion based on p-value
if p_value < alpha:
    print("Reject the null hypothesis: There is a significant difference in the average overall rating between left-footed and right-footed players.")
else:
    print("Fail to reject the null hypothesis: There is no significant difference in the average overall rating between left-footed and right-footed players.")

T-statistic: 6.4057
P-value: 0.0000
Reject the null hypothesis: There is a significant difference in the average overall rating between left-footed and right-footed players.

Mann-Whitney U Test

The Mann-Whitney U Test is a non-parametric test that compares the distributions of two independent samples. It assesses whether one sample tends to have larger values than the other, making it useful when the assumption of normality is not met.

For Mann-Whitney U Tests (Skewed Variables):

• H0: The distributions of the two groups are the same.
• H1: The distributions of the two groups are different.

Q. Is there a significant difference in acceleration between younger players (e.g., <25 years old) and older players (e.g., >=25 years old)?

Null Hypothesis (H0): The distribution of acceleration is the same for younger and older players.

Alternative Hypothesis (H1): The distribution of acceleration is different between younger and older players.

If the p-value is less than the significance level (alpha = 0.05), we reject the null hypothesis and conclude that there is a significant difference in acceleration between younger and older players. Otherwise, we fail to reject the null hypothesis.

Player_Attributes_with_Names.age_category.unique()

['30+', '25-30', '20-25', 'Under 20']
Categories (4, object): ['Under 20' < '20-25' < '25-30' < '30+']

younger_players = Player_Attributes_with_Names[Player_Attributes_with_Names['age_category'].isin(['Under 20', '20-25'])]['acceleration'].dropna()
older_players = Player_Attributes_with_Names[Player_Attributes_with_Names['age_category'].isin(['25-30', '30+'])]['acceleration'].dropna()

# Performing Mann-Whitney U test
u_stat, p_value = mannwhitneyu(younger_players, older_players)

# Printing the results
print(f"U-statistic: {u_stat:.4f}")
print(f"P-value: {p_value:.4f}")

# Setting significance level
alpha = 0.05

# Conclusion based on p-value
if p_value < alpha:
    print("Reject the null hypothesis: There is a significant difference in acceleration between younger and older players.")
else:
    print("Fail to reject the null hypothesis: There is no significant difference in acceleration between younger and older players.")

U-statistic: 44764634.0000
P-value: 0.0000
Reject the null hypothesis: There is a significant difference in acceleration between younger and older players.

Chi-Square Test

A Chi-Square Test is a statistical test used to determine if there is a significant association between categorical variables. It compares the observed frequencies in each category to the frequencies expected under the null hypothesis, helping to identify relationships or differences among groups.

The Chi-Square test of independence is used to determine whether there is a significant association between two categorical variables.

Q1. Is there an association between a team's build-up play strategy (i.e., buildUpPlaySpeedClass) and their match result (i.e, win, draw, or loss)?

Null Hypothesis (H0): There is no association between a team's defensive pressure class and the match result.

Alternative Hypothesis (H1): There is an association between a team's defensive pressure class and the match result.

# Joining Team_Attributes_with_Names and MCLT_Combined on the  team ID
team_match_data = pd.merge(Team_Attributes_with_Names, MCLT_Combined, left_on='team_api_id', right_on='home_team_api_id')

# Creating a contingency table for buildUpPlaySpeedClass vs match_result
contingency_table = pd.crosstab(team_match_data['buildUpPlaySpeedClass'], team_match_data['match_result'])

# Performing Chi-Square test
chi2, p_value, dof, expected = chi2_contingency(contingency_table)

# Printing the results
print("Chi-Square Statistic:", chi2)
print("P-value:", p_value)

# Setting the significance level
alpha = 0.05

# Conclusion based on p-value
if p_value < alpha:
    print("Reject the null hypothesis: There is a significant association between build-up play speed class and match result.")
else:
    print("Fail to reject the null hypothesis: There is no significant association between build-up play speed class and match result.")

Chi-Square Statistic: 116.84888445707327
P-value: 2.5150825608310044e-24
Reject the null hypothesis: There is a significant association between build-up play speed class and match result.

Q2. Is there an association between a team's chance creation strategy (i.e., chanceCreationShootingClass) and the total number of goals scored in the match?

Null Hypothesis (H0): There is no association between a team's chance creation shooting class and the total number of goals scored in a match. Alternative Hypothesis (H1): There is an association between a team's chance creation shooting class and the total number of goals scored.

# Creating a contingency table for chanceCreationShootingClass vs total_goals
contingency_table_shooting = pd.crosstab(team_match_data['chanceCreationShootingClass'], team_match_data['total_goals'])

# Performing Chi-Square test
chi2_shooting, p_value_shooting, dof_shooting, expected_shooting = chi2_contingency(contingency_table_shooting)

# Print results
print("Chi-Square Statistic:", chi2_shooting)
print("P-value:", p_value_shooting)

# Conclusion based on p-value
if p_value_shooting < alpha:
    print("Reject the null hypothesis: There is a significant association between chance creation shooting class and total goals scored.")
else:
    print("Fail to reject the null hypothesis: There is no significant association between chance creation shooting class and total goals scored.")

Chi-Square Statistic: 171.1277122503828
P-value: 3.57319154143563e-24
Reject the null hypothesis: There is a significant association between chance creation shooting class and total goals scored.

Insights

At th end of Hypothesis Testing section we derived the following insights,

From Chi-Square:

• There is a significant association between chance creation shooting class and total goals scored.
• There is a significant association between build-up play speed class and match result.

From T-Test:

• There is a significant difference in the average overall rating between left-footed and right-footed players.

From Mann-Whitney U Test:

• There is a significant difference in acceleration between younger and older players.

Cluster Analysis

Cluster analysis is an unsupervised machine learning technique used to group similar data points based on their features. In this project, we applied various clustering methods, such as K-Means, Gaussian Mixture Models (GMM), and Fuzzy C-Means, to identify player archetypes and team patterns. By clustering players based on attributes like dribbling, finishing, and ball control, we aimed to uncover hidden groupings that reveal distinct player roles and skill sets. Additionally, we used PCA (Principal Component Analysis) for dimensionality reduction, allowing us to visualize these clusters in lower-dimensional spaces for better interpretation and insight.

Optimal n

"optimal n" typically refers to determining the best number of clusters (denoted as n) for clustering algorithms.

Methods to Identify the Optimal Number of Clusters:

1. Elbow Method:

Concept: The Elbow method helps to identify the number of clusters by computing the Within-Cluster Sum of Squares (WCSS) for different values of n (number of clusters). WCSS measures the variance within each cluster, and the goal is to minimize it. The optimal number of clusters is chosen where the WCSS starts to flatten out (i.e., where adding more clusters doesn’t significantly reduce the WCSS). Interpretation: The "elbow" point on the plot indicates the optimal number of clusters. 2. Silhouette Score: Concept: The Silhouette score measures how similar an object is to its own cluster compared to other clusters. The score ranges from -1 to 1, where a higher score indicates that clusters are well separated and dense. Interpretation: The optimal number of clusters is usually where the Silhouette score is maximized. Approach: Both the Elbow method and Silhouette score can be calculated before running any specific clustering technique like K-Means, GMM, etc., and they help guide you toward the best value for n.

Elbow Method

# Selecting the relevant numerical features for analysis
features = ['dribbling', 'finishing', 'crossing', 'ball_control', 'short_passing', 'sprint_speed', 'strength', 'stamina']
X = Player_Attributes_with_Names[features].values

# Standardizing the data
scaler = StandardScaler()
X_scaled = scaler.fit_transform(X)

# Defining the range of clusters to evaluate
range_n_clusters = list(range(2, 11))

# Elbow Method - Calculating WCSS (Within-Cluster Sum of Squares)
wcss = []
for n_clusters in range_n_clusters:
    kmeans = KMeans(n_clusters=n_clusters, random_state=42)
    kmeans.fit(X_scaled)
    wcss.append(kmeans.inertia_)

# Plotting the Elbow method results
plt.figure(figsize=(8, 5))
plt.plot(range_n_clusters, wcss, marker='o', linestyle='--')
plt.title('Elbow Method for Optimal Number of Clusters')
plt.xlabel('Number of Clusters')
plt.ylabel('Within-Cluster Sum of Squares (WCSS)')
plt.show()

In the Elbow plot, we see a distinct bend around n=4. This suggests that adding more clusters beyond 4 results in diminishing returns in terms of reducing the Within-Cluster Sum of Squares (WCSS). The curve flattens after 4, indicating that while adding more clusters might slightly reduce the WCSS, the improvement is marginal compared to the jump between 3 and 4 clusters. The optimal number of clusters could be n=4, as the "elbow" is clearly visible at this point.

Silhouette Method

# Silhouette Method - Calculating Silhouette Scores
silhouette_avg = []
for n_clusters in range_n_clusters:
    kmeans = KMeans(n_clusters=n_clusters, random_state=42)
    cluster_labels = kmeans.fit_predict(X_scaled)
    silhouette_avg.append(silhouette_score(X_scaled, cluster_labels))

# Plotting the Silhouette score results
plt.figure(figsize=(8, 5))
plt.plot(range_n_clusters, silhouette_avg, marker='o', linestyle='--')
plt.title('Silhouette Score for Optimal Number of Clusters')
plt.xlabel('Number of Clusters')
plt.ylabel('Silhouette Score')
plt.show()

The Silhouette score plot shows the highest score for n=2, but the score drops significantly after that. The Silhouette score at n=3 and n=4 is lower but still within a reasonable range. After that, the score continues to decline slightly.

Given that:

The Elbow method strongly suggests n=4 as the point where adding more clusters yields diminishing returns. The Silhouette score shows a clear drop after n=2, but n=3 and n=4 still provide relatively decent scores (though not as high as n=2).

K means

K-Means is a popular unsupervised machine learning algorithm used for clustering data into distinct groups based on feature similarities. The algorithm partitions the dataset into k clusters, where each data point belongs to the cluster with the nearest mean (centroid). K-Means aims to minimize the within-cluster variance, making clusters as compact as possible.

To have Clustering Method Visualization Flexibility we will explore performing K means with PCA in the following combinations, the benefits of using them is also stated below,

• K-Means without PCA - Limited to 2D/3D plots of selected features like dribbling vs finishing, but fully interpretable.

• K-Means with PCA for visualization - Excellent for visualizing clusters in 2D or 3D space, but loses feature-specific interpretability.

• PCA first, then K-Means on PCA-reduced data - Best for handling large/high-dimensional datasets, but visualizing clusters is less intuitive.

What are the distinct groups or clusters of players based on their attributes ?

Without PCA

# Selecting the relevant numerical features for clustering
features = ['dribbling', 'finishing', 'crossing', 'ball_control', 'short_passing', 'sprint_speed', 'strength', 'stamina']
X = Player_Attributes_with_Names[features].values

# Standardizing the data
scaler = StandardScaler()
X_scaled = scaler.fit_transform(X)

# Applying K-Means Clustering
kmeans = KMeans(n_clusters=4, random_state=42)  # 4 clusters
Player_Attributes_with_Names['cluster_kmeans'] = kmeans.fit_predict(X_scaled)

#  Visualizing the clusters using two original features
fig = px.scatter(
    Player_Attributes_with_Names,
    x='dribbling', y='finishing',
    color='cluster_kmeans',
    hover_data=['full_name'],  # Show player names on hover
    title='K-Means Clustering: Dribbling vs Finishing',
    color_continuous_scale=px.colors.qualitative.Bold
)

fig.show()

PCA for Cluster visualization

# Selecting the relevant numerical features for clustering
features = ['dribbling', 'finishing', 'crossing', 'ball_control', 'short_passing', 'sprint_speed', 'strength', 'stamina']
X = Player_Attributes_with_Names[features].values

# Standardizing the data
scaler = StandardScaler()
X_scaled = scaler.fit_transform(X)

# Applying K-Means Clustering
kmeans = KMeans(n_clusters=4, random_state=42)  # 4 clusters
Player_Attributes_with_Names['cluster_kmeans'] = kmeans.fit_predict(X_scaled)

# Applying PCA to reduce to 2 components for 2D visualization
pca = PCA(n_components=2)
X_pca = pca.fit_transform(X_scaled)

# Visualizing the clusters
pca_df = pd.DataFrame(X_pca, columns=['PC1', 'PC2'])
pca_df['cluster'] = Player_Attributes_with_Names['cluster_kmeans']
pca_df['full_name'] = Player_Attributes_with_Names['full_name']

# Ploting using Plotly
fig = px.scatter(
    pca_df,
    x='PC1', y='PC2',
    color='cluster',
    hover_data=['full_name'],
    title='K-Means Clustering of Players (2D PCA Visualization)',
    color_continuous_scale=px.colors.qualitative.Bold
)
fig.show()

Clustering on PCA-transformed data

# Standardizing the data (as done earlier)
X_scaled = scaler.fit_transform(X)

# Applying the PCA to reduce the dimensions to 2 components
pca = PCA(n_components=2)
X_pca = pca.fit_transform(X_scaled)

# Applying K-Means Clustering on PCA-transformed data
kmeans_pca = KMeans(n_clusters=4, random_state=42)
Player_Attributes_with_Names['cluster_kmeans_pca'] = kmeans_pca.fit_predict(X_pca)

# Creating a DataFrame for PCA components and clusters
pca_df = pd.DataFrame(X_pca, columns=['PC1', 'PC2'])
pca_df['cluster'] = Player_Attributes_with_Names['cluster_kmeans_pca']
pca_df['full_name'] = Player_Attributes_with_Names['full_name']

#  Visualizing the K-Means Clusters with PCA using Plotly
fig = px.scatter(
    pca_df,
    x='PC1', y='PC2',
    color='cluster',
    hover_data=['full_name'],
    title='K-Means Clustering with PCA (2D Visualization)',
    color_continuous_scale=px.colors.qualitative.Bold
)
fig.show()

Gaussian Mixture Models (GMM)

Gaussian Mixture Models (GMM) is a probabilistic clustering method that allows for soft clustering, meaning players can belong to multiple clusters with varying probabilities. This method is useful for identifying overlapping clusters and versatile players who may fit into multiple roles.

Steps for GMM Clustering:

• Standardize the data.
• Fit GMM to the data.
• Analyze the results (clusters, probabilities, etc.).
• Visualize the clusters.

How are soccer players grouped based on their dribbling and finishing skills when applying Gaussian Mixture Model clustering?

Without PCA

# Selecting the relevant numerical features for clustering
features = ['dribbling', 'finishing', 'crossing', 'ball_control', 'short_passing', 'sprint_speed', 'strength', 'stamina']
X = Player_Attributes_with_Names[features].values

# Standardizing the data
scaler = StandardScaler()
X_scaled = scaler.fit_transform(X)

# Applying Gaussian Mixture Model (GMM) for clustering
gmm = GaussianMixture(n_components=4, random_state=42)  # Adjust n_components based on your data
Player_Attributes_with_Names['cluster_gmm'] = gmm.fit_predict(X_scaled)

# Getting probabilities for each cluster (soft clustering)
Player_Attributes_with_Names['probabilities'] = gmm.predict_proba(X_scaled).max(axis=1)

# Visualizing the clusters
fig = px.scatter(
    Player_Attributes_with_Names,
    x='dribbling', y='finishing',
    color='cluster_gmm',
    hover_data=['full_name', 'probabilities'],  # Show player names and cluster probabilities on hover
    title='GMM Clustering of Players (Dribbling vs Finishing)',
    color_continuous_scale=px.colors.qualitative.Bold
)

# Displaying the plot
fig.show()

PCA for Cluster visualization

# Applying PCA to reduce the data to 2 dimensions for visualization
pca = PCA(n_components=2)
X_pca = pca.fit_transform(X_scaled)

# Creating a DataFrame with PCA components and cluster assignments
pca_df = pd.DataFrame(X_pca, columns=['PC1', 'PC2'])
pca_df['cluster'] = Player_Attributes_with_Names['cluster_gmm']
pca_df['full_name'] = Player_Attributes_with_Names['full_name']
pca_df['probabilities'] = Player_Attributes_with_Names['probabilities']

# Plotting the PCA-transformed data with Plotly
fig_pca = px.scatter(
    pca_df,
    x='PC1', y='PC2',
    color='cluster',
    hover_data=['full_name', 'probabilities'],
    title='GMM Clustering of Players (PCA Visualization)',
    color_continuous_scale=px.colors.qualitative.Bold
)

fig_pca.show()

Fuzzy C-Means

Fuzzy C-Means (FCM) clustering. FCM allows for soft clustering, meaning that each player can belong to multiple clusters with varying degrees of membership, much like GMM, but instead of using probabilistic membership, FCM uses fuzzy membership values. This method is useful when players can be considered part of multiple skill groups, much like versatile football players who may play in multiple positions.

How can we group football players into fuzzy skill-based clusters, and how strongly do players belong to each cluster, indicating potential versatility?

Without PCA

# Selecting the relevant numerical features for clustering
features = ['dribbling', 'finishing']
X = Player_Attributes_with_Names[features].values

# Standardizing the data
scaler = StandardScaler()
X_scaled = scaler.fit_transform(X)

# Applying Fuzzy C-Means (FCM) clustering
n_clusters = 4  # Based on previous elbow and silhouette methods
cntr, u, u0, d, jm, p, fpc = fuzz.cluster.cmeans(X_scaled.T, c=n_clusters, m=2, error=0.005, maxiter=1000)

# Getting cluster membership for each player (max membership)
cluster_membership = np.argmax(u, axis=0)
Player_Attributes_with_Names['fcm_cluster'] = cluster_membership

# Visualizing the clusters
fig = px.scatter(
    Player_Attributes_with_Names,
    x='dribbling', y='finishing',
    color='fcm_cluster',
    hover_data=['full_name'],  # Show player names on hover
    title='Fuzzy C-Means Clustering of Players (Dribbling vs Finishing)',
    color_continuous_scale=px.colors.qualitative.Bold
)

fig.show()

PCA for Cluster visualization

# Selecting the relevant numerical features for clustering
features = ['dribbling', 'finishing', 'crossing', 'ball_control', 'short_passing', 'sprint_speed', 'strength', 'stamina']
X = Player_Attributes_with_Names[features].values

# Standardizing the data
scaler = StandardScaler()
X_scaled = scaler.fit_transform(X)

# Applying Fuzzy C-Means (FCM) clustering
n_clusters = 4
cntr, u, u0, d, jm, p, fpc = fuzz.cluster.cmeans(X_scaled.T, c=n_clusters, m=2, error=0.005, maxiter=1000)

#  Getting the cluster membership for each player (max membership)
cluster_membership = np.argmax(u, axis=0)
Player_Attributes_with_Names['fcm_cluster'] = cluster_membership

# Applying the PCA to reduce dimensions for visualization
pca = PCA(n_components=2)
X_pca = pca.fit_transform(X_scaled)

# Creating a DataFrame with PCA components and cluster assignments
pca_df = pd.DataFrame(X_pca, columns=['PC1', 'PC2'])
pca_df['cluster'] = Player_Attributes_with_Names['fcm_cluster']
pca_df['full_name'] = Player_Attributes_with_Names['full_name']

# Visualizing the FCM clusters with PCA
fig_pca = px.scatter(
    pca_df,
    x='PC1', y='PC2',
    color='cluster',
    hover_data=['full_name'],
    title='Fuzzy C-Means Clustering of Players (PCA Visualization)',
    color_continuous_scale=px.colors.qualitative.Bold
)

fig_pca.show()

Self-Organizing Maps (SOM)

SOM is a type of neural network used for dimensionality reduction and clustering. It maps high-dimensional data into a lower-dimensional (usually 2D) grid while preserving the topology of the data.

SOM is great for visualizing high-dimensional player attributes in a 2D grid, making it easier to identify clusters of players.

Steps for SOM Visualization:

• Standardize the data: SOMs work better when the data is scaled, so we'll standardize the features before applying SOM.
• Train the SOM: We will train the SOM using MiniSom and assign each player (or team) to a specific grid location (called the "winning node").
• Visualize the SOM: We'll use color-coding to visualize clusters and distances between nodes.

How do soccer players cluster in the feature space defined by their attributes, as visualized by the Self-Organizing Map (SOM)?

# Selecting the relevant numerical features for clustering
features = ['dribbling', 'finishing', 'crossing', 'ball_control', 'short_passing', 'sprint_speed', 'strength', 'stamina']
X = Player_Attributes_with_Names[features].values

# Standardizing the features
scaler = StandardScaler()
X_scaled = scaler.fit_transform(X)

# Initializing and training the SOM
som_grid_x, som_grid_y = 10, 10
som = MiniSom(x=som_grid_x, y=som_grid_y, input_len=X_scaled.shape[1], sigma=1.0, learning_rate=0.5)

# Initializing random weights and train the SOM
som.random_weights_init(X_scaled)
som.train_random(data=X_scaled, num_iteration=100)

# Gathering the SOM output data for visualization
nodes_x = []
nodes_y = []
node_colors = []
hover_texts = []

# Assigning the colors to clusters
colors = px.colors.qualitative.Plotly
for i, x in enumerate(X_scaled):
    winning_node = som.winner(x)
    nodes_x.append(winning_node[0])
    nodes_y.append(winning_node[1])
    node_colors.append(colors[i % len(colors)])
    hover_texts.append(Player_Attributes_with_Names['full_name'].iloc[i])

# Creating the U-Matrix (distance between nodes for the background heatmap)
u_matrix = som.distance_map().T

# heatmap for U-Matrix
heatmap = go.Heatmap(
    z=u_matrix,
    x=np.arange(som_grid_x),
    y=np.arange(som_grid_y),
    colorscale='Greys',
    showscale=True,
    hoverinfo='none',  # Disable hover for the heatmap itself
)

# scatter plot for SOM nodes
scatter = go.Scatter(
    x=nodes_x,
    y=nodes_y,
    mode='markers',
    marker=dict(size=14, color=node_colors, line=dict(width=1, color='black')),
    text=hover_texts,
    hoverinfo='text',
)

# Combining the heatmap and scatter plot into a single figure
layout = go.Layout(
    title="Self-Organizing Map (SOM) - Interactive Player Clustering",
    xaxis=dict(title='SOM X-Axis', range=[-0.5, som_grid_x - 0.5], showgrid=False),
    yaxis=dict(title='SOM Y-Axis', range=[-0.5, som_grid_y - 0.5], showgrid=False, scaleanchor='x', scaleratio=1),
    width=800,
    height=800,
)

fig = go.Figure(data=[heatmap, scatter], layout=layout)


fig.show()

# Number of players in the original dataset
total_players = len(Player_Attributes_with_Names)

# Number of players mapped to the SOM
mapped_players = len(nodes_x)

print(f"Total players in dataset: {total_players}")
print(f"Total players mapped to SOM: {mapped_players}")

Total players in dataset: 17954
Total players mapped to SOM: 17954

node_assignments = {}

# Assigning the players to their respective nodes
for i, x in enumerate(X_scaled):
    winning_node = som.winner(x)
    if winning_node not in node_assignments:
        node_assignments[winning_node] = []
    node_assignments[winning_node].append(Player_Attributes_with_Names['full_name'].iloc[i])

# Checking the nodes and the players assigned to each
for node, players in node_assignments.items():
    print(f"Node {node}: {players}")

Node (9, 3): ['Lionel Andrés Messi Cuccittini', 'Kylian Mbappé', 'Antoine Griezmann', 'Mohamed  Salah Ghaly', 'Paulo Bruno Exequiel Dybala', 'Jordi Alba Ramos', 'Timo Werner', 'Quincy Anton Promes', 'Wilfried Zaha', 'Douglas Costa de Souza', '손흥민 孙兴慜', 'Sadio Mané', 'Leroy Sané', 'Marco Reus', 'Pierre-Emerick Aubameyang', 'Eden Hazard']
Node (8, 3): ['Christian  Dannemann Eriksen', 'Thiago Alcântara do Nascimento', 'Francisco Román Alarcón Suárez', 'James David Rodríguez Rubio', 'Mikel Oyarzabal Ugarte', 'Houssem Aouar', 'Denis Suárez Fernández', 'Diego Perotti', 'Roberto Pereyra', 'Luís Carlos Almeida da Cunha', 'Erik Lamela', 'Dušan Tadić', 'Henrikh Mkhitaryan', 'Jonathan Viera Ramos', 'Luis Alberto Romero Alconchel', 'Emil Forsberg', 'Kevin Kampl', 'Pablo Sarabia García', 'Julian Draxler', 'Jesús Joaquín Fernández Sáez', 'Thorgan Hazard', 'Naby Keïta', 'Philippe Coutinho Correia', 'David Josué Jiménez Silva', 'Luka Modrić']
Node (3, 9): ['Paul Pogba', 'Sergio Leonel Agüero del Castillo', 'Edinson Roberto Cavani Gómez', 'Marcelo Vieira da Silva Júnior', 'Anthony Martial', 'Nabil Fekir', 'Marko Arnautović', 'Giuliano Victor de Paula', 'Marcel Sabitzer', 'Alassane Plea', 'Steven Bergwijn', 'Lucas Tolentino Coelho de Lima', 'Ignacio Piatti', 'Cristian Portugués Manzanera', 'Keita Baldé', 'Marcos Javier Acuña', 'Givanildo Vieira de Souza', 'Víctor Machín Pérez', 'Kevin Volland', 'Xherdan Shaqiri', 'Cédric Bakambu', 'Marcus Rashford', 'Alexis Alejandro Sánchez Sánchez', 'Memphis Depay', 'Ivan Perišić', 'José Paulo Bezzera Maciel Júnior', 'Alexandre Lacazette', 'Bamidele Alli', 'Sergej Milinković-Savić', 'Karim Benzema', 'Roberto Firmino Barbosa de Oliveira', 'Gareth Frank Bale', 'Harry Kane', 'Luis Alberto Suárez Díaz', 'Kevin De Bruyne', 'Cristiano Ronaldo dos Santos Aveiro']
Node (9, 4): ['Lorenzo Insigne', 'Dries Mertens', 'Ousmane Dembélé', 'Matteo Politano', 'Osvaldo Nicolás Fabián Gaitán', 'Sebastian Giovinco', 'Samuel Castillejo Azuaga', 'Ricardo Jorge da Luz Horta', 'Leonardo Bittencourt', 'Rémy Cabella', 'Percy Tau', 'Ladislav Krejčí', 'Santiago André da Bruma Reis', 'Matías Vargas', 'Giovani dos Santos Ramírez', 'Adelino André Vieira de Freitas', 'António José Pinheiro Carvalho', 'Omar Abdulrahman', 'Federico Nicolás Cartabia', 'Sofiane Boufal', 'Andrija Živković', 'Ryan Fraser', 'Armindo Tué Na Bangna', 'Christian Pulisic', 'Manuel Lazzari', 'Cengiz Ünder', 'Gerard Deulofeu Lázaro', 'Jadon Sancho', 'Viktor Tsygankov', 'Mathieu Valbuena', 'Manuel Lanzini', 'Iago Falqué Silva', '乾 貴士', 'Bernard  Anício Caldeira Duarte', 'Marcos Paulo Mesquita Lopes', 'Rafael Alexandre Fernandes Ferreira da Silva', 'Jesús Navas González', 'Stephan El Shaarawy', 'Jesús Corona', 'Simone Verdi', 'Gelson Dany Batalha Martins', 'Miguel Almirón', 'Daniel Alves da Silva', 'Pedro Eliezer Rodríguez Ledesma', 'Jesse Lingard', 'Oscar dos Santos Emboaba Júnior', 'Ricardo Andrade Quaresma Bernardo', 'Alejandro Darío Gómez', 'José María Callejón Bueno', 'Felipe  Anderson Pereira Gomes', 'Yacine Brahimi', 'Riyad Mahrez', 'Bernardo Mota Veiga de Carvalho e Silva', 'Raheem Sterling', 'Neymar da Silva Santos Junior']
Node (8, 6): ['Kalidou Koulibaly', 'Milan Škriniar', 'Niklas Süle', 'Davinson Sánchez', 'Felipe Augusto de Almeida Monteiro', 'Alessio Romagnoli', 'Jonathan Tah', 'Clément Lenglet', 'Matija Nastasić', 'Fabián Balbuena', 'Gary Alexis Medel Soto', 'Pedro Filipe Teodósio Mendes', 'Willy Boly', 'Jorge Meré Pérez', 'Pontus Jansson', 'Juan Pedro Ramírez López', 'Dominique Heintz', 'Miloš Veljković', 'Unai Núñez Gestoso', 'Jeffrey Bruma', 'Rani Khedira', 'Ibrahim Amadou', 'Kasim Adams Nuhu', 'Robin Koch', 'Tim Parker', 'Luis Miguel Sánchez Benítez', 'Ribair Rodríguez Pérez', 'Nwankwo Emeka Obiora', 'Wilfried Zahibo', 'Koray Günter', 'Andre Wisdom', 'Dylan Batubinsika', 'Levent Gülen', 'Waleed Bakhashwain', 'Justin Hoogma', 'Francesco Di Tacchio', 'Derrick Jones', '田依浓', '김민태 金眠泰', '板仓 晃', 'Mamadou Fofana', 'Jairo Palomino', 'Isaac Koné', 'Ben Godfrey', 'Joe Shaughnessy', 'Mauricio Martínez', 'Sotirios Papagiannopoulos', 'Chris Mepham', 'Philippe Sandler', 'Marlon Rômulo Dias Cavalcanti', 'Michael Mancienne', 'John Souttar', 'Wout Faes', 'Lukas Mühl', 'Mitchell Dijks', 'Anderson Esiti', 'Simão Mate Júnior', 'Tetchi Jores Charlemagne Ulrich Okore', 'Denis Vavro', 'Marin Pongračić', '冨安 健洋', 'Connor Goldson', 'Frederik Hillesborg Sørensen', 'Víctor Danilo Cantillo Jiménez', 'Matt Miazga', 'Alexander Hack', 'Rafael Pérez', 'Aaron Long', 'Michael Ngadeu-Ngadjui', 'Simon Deli', 'Declan Rice', 'Kel Bruno Pereira Negrão', 'Paulo André Rodrigues Oliveira', 'Christian  Luyindama Nekadio', 'Felix Uduokhai', 'Anga Dedryck Boyata', "Evan N'Dicka", 'Stefan Ilsanker', 'Jules Koundé', 'Slobodan Rajković', 'Jordi Amat Maas', 'Néstor Alejandro Araújo Razo', 'João Maria Lobo Alves Palhinha Gonçalves', 'Omar Colley', 'Joris Gnagnon', 'Timo Baumgartl', 'Carlos Salcedo', 'Dan-Axel Zagadou', 'Éder Fabián Álvarez Balanta', 'Ibrahima Konaté', 'Ike Opara', 'Serdar Aziz', 'Dayotchanculle Upamecano', 'Oriol Romeu Vidal', 'David Ángel Abraham', 'Bartolomeu Jacinto Quissanga', 'John Anthony Brooks', 'Karim Rekik', 'Diego Carlos Santos Silva', 'Adil Rami', 'Ömer Toprak', 'Eric Bailly', 'Manuel Obafemi Akanji', 'Sebastián Coates Nión', 'Francesco Acerbi', 'Raúl Albiol Tortajada', 'Stefan de Vrij', 'Kostas Manolas', 'Raphaël Varane']
Node (9, 7): ['Virgil van Dijk', 'Carlos Henrique Venancio Casimiro', 'William Silva de Carvalho', 'Geoffrey Kondogbia', 'Eric Dier', 'Leander Dendoncker', 'Juraj Kucka', "Alfred John Momar N'Diaye", 'Fredy Alejandro Guarín Vásquez', 'Weston McKennie', 'Damir Kreilach', 'Alexander Grünwald', 'Eduard Löwen', 'Dennis Hediger', 'Mohamed Kanno', "Cheikh N'Doye", 'Aytaç Kara', 'Carlos Miguel Ribeiro Dias', 'Rúnar Már Sigurjónsson', 'Jorge Marcos Pombo Escobar', 'Gastón Giménez', 'Ibrahim Sangaré', 'Eddy Gnahoré', 'Mato Jajalo', 'Ryan  Donk', 'Jasmin Kurtić', 'William Vainqueur', 'Nahitan Nández', 'Sander Berge', 'Nemanja Gudelj', 'Okay Yokuşlu', 'Sekou Junior Sanogo', 'Soualiho Meïté', 'Papa Kouly Diop', 'Sidney Adrián Pessoa Vidigal', 'Pontus Wernbloom', 'Fernando Francisco Reges', 'Victor Wanyama', 'Josef de Souza Dias', 'Luka Milivojević', 'Guido Pizarro', 'Melvin Luan Parrela Porfírio', 'Franck Yannick Kessié', 'Emre Can', 'André Filipe Tavares Gomes', "Steven N'Kemboanza Mike Christopher Nzonzi", 'Tiémoué Bakayoko', 'Thomas Partey', 'Danilo Luís Hélio Pereira', 'Nemanja Matić', 'Samuel Umtiti', 'Sergio Ramos García']
Node (9, 0): ['Manuel Neuer', 'Nicolás Federico Spolli', 'Ryan Bennett', 'Ricardo Martins de Araújo', 'Walter Saúl Andrade', 'Teodoro Paredes', 'Jorge Fellipe de Oliveira Figueiro', 'Teenage Hadebe', 'Luca Martinelli', 'Mohammed Abdu Khubrani', 'Jorge Lozano', 'Luke Prosser', 'Epaminondas Pantelakis', 'Jimmy Ockford', 'Christoph Greger', 'Rafael Dumas Ribeiro', 'Arián Pucheta', 'Alexander Winkler', 'Tomas Hilliard-Arce', 'Félix García', 'Daniel Alejandro Franco', 'Ben Heneghan', 'Sami Al Khaibari', 'Axel Disasi', 'David Alonso Valencia Figueroa', 'Santiago Ignacio Bueno Sciutto', 'Felix Luckeneder', 'Gianmarco Ingrosso', 'Raphael Koczor', 'Wyatt Omsberg', 'Luis Ángel Rodríguez Ayazo', 'Enrique Gómez Hermoso', 'Florian Baak', 'Danijel Petrovic', 'Alejandro Prendes Reina', 'Francisco José Serrano Santos', 'Grzegorz Sandomierski', 'Stephen Sama', 'Tom Aldred', '정태욱 Tae Wook Jeong', 'Kevin Garcia', 'Issa Marega', '고태원 高兑沅', '姜积弘', 'Gary MacKenzie', 'Dominic Hyam', '이재익 Jae Ik Lee', 'Vladimir Golemić', 'Josué Albert', 'Filippo Sgarbi', 'Caio Marcelo Pinheiro da Silva', 'Jan Boller', 'Juan Guillermo Ochoa Tamayo', 'Younn Zahary', 'Espen Hammer Berger', 'Przemysław Wiśniewski', 'Arbenit Xhemajli', 'Jozo Stanic', 'Ákos Kecskés', '유지하 Ji Ha Yoo', 'Tobias Reithmeir', 'Jonathan Lozano', 'Andreas Kaltoft', 'Sam Woods', 'Franco Lionel Godoy', 'Davino Liessens', 'Matthew Platt', 'Kossounou Odilon', 'Louis John', 'Paul Kalambayi', 'Dion Conroy', 'Abdulbasit Hindi', 'Enes Mahmutovic', 'Jasser Khmiri', 'Matthew Bower', 'Cristian Moya', 'Ikuma Sekigawa', 'Dante Leverock', 'Tass Mourdoukoutas', 'Lucas Bastián Alarcón Ancapi', '于振', 'Sebastian Lund Hausner', 'Linus Nygren', '蒋圣龙', 'Muteb Mansour', 'Peshraw Azizi', 'Alexander Ekblad', 'Alfie Kilgour', 'Jannik Hoormann', 'Jakob Kiilerich', 'Sebastián Rodríguez', 'Anton Skipper Hendriksen', '俞豪', 'Erik McCue', 'Konsham Chinglensana Singh', 'Daniel Higgins', 'Callum Montgomery', 'Matt Casey', 'Armel Bella-Kotchap', 'Benjamin Yapi Zalo', 'Sean Heaney', 'Alexander Abrahamssons', '朱辰杰', 'Harry Darling', 'Saul Shotton', 'Andrew Delly Marie-Sainte', "Warren O'Hora", 'Tjorve Mohr', 'Ahogrenashinme Kigbu', 'Eoin Toal', 'Helmer Andersson', 'Darren Dennehy', 'Artem Sokol', 'Naif Almas', 'Damian Oko', '野田 裕喜', 'Erik Tobias Sandberg', '宮 大樹', '刘恒', '中川 梭', 'Musah Nuhu', 'Henry Pernía', 'Kye Rowles', 'Arnab Kumar Mondal', 'Joe Davis', 'Isak Jönsson', 'Nathan Sheron', 'Tsuyoshi Watanabe', 'Zeyad Al Hunayti', 'Josh Pask', 'Ollie Kensdale', 'Brian Nicolás Ruiz', '常田 克人', 'Nico Böhmer', 'Noah Awassi', 'Min Ho Kim', 'Muteb Al Mufarrij', 'Harisson Marcelin', 'Lukas Klemenz', '元敏诚', 'Diego Jonathan Rodríguez Miranda', 'Alex Penny', 'Reyer van Doorn', 'Oliver Younger', 'Erik Holt', 'Gabriel Osho', 'Leon Fesser', 'Richard Renteria', 'Alex DeJohn', 'Tom Dallison', 'Alpay Çelebi', 'Kevin Pytlik', 'Maximilian Bauer', 'Maxence Lacroix', 'Kevin Sibille', 'Andrea Rosenov Hristov', '차영환 茶杨焕', 'Pol Moreno Sánchez', 'Piero Arredondo', 'George Edmundson', 'Edmond Tapsoba', 'Gerzino Nyamsi', 'Kenny Browne', 'Abdul Rwatubyaye', 'Robin Ziegele', 'Adel Gafaiti', 'Victor van den Bogert', 'Lucas Gabriel Merolla', 'Ben Wilmot', "Daniel O'Shaughnessy", 'Abdulelah Al Amri', 'Mihai Popescu', 'Rafael Henrique Zuchi', 'Modou Lamin Jadama', 'Christoph Klarer', 'Adnan Kovačević', 'Agustín Heredia', 'Ben Nugent', 'Conor Masterson', '吉野 恭平', 'Arvid Brorsson', 'Martín Enrique Payares Campo', 'Duplexe Tchamba', 'Ibrahim Hajtić', 'Michael Schüler', '박준형 朴俊荣', 'Nathaniel Phillips', 'Nico Beyer', "Paudie O'Connor", 'Diego Gonzalez', 'Martin Erlic', 'Miguel Ángel Rubio Lestan', 'Edwin Ernesto Ávila Peñaranda', 'Baba Fernandes', '藤本 康太', 'Mauro Gabriel Osores', 'Hendrik Starostzik', 'Arnau Gaixas Pont', '여성해 呂成海', 'Enzo Francesco Guerrero Segovia', 'Leonel Mosevich', 'Rodrigo Adrián Schlegel', 'Alexander Sorge', 'Piotr Paweł Polczak', 'Dennis Slamar', 'Dominik Baumgartner', 'Martin Tóth', 'Shaun Brisley', 'Iván Jorge Vegas', 'Riccardo Idda', 'André Luis Neitzke', 'Enrique Fornos Domínguez', '김진혁 金镇夏', 'Jasmin Sudić', 'Thomas Konrad', 'Sid Nelson', 'Aaron  Hughes', 'Niall Canavan', 'Declan Gallagher', 'Gabriel Mutombo Kupa', 'Hernán Ezequiel Lópes', '김남춘 金南春', 'Jeisson Andrés Palacios Murillo', 'Josh Knight', 'Hassan Lingani', 'José Luis Muñoz León', 'Daniel Oswaldo Briceño Bueno', 'Jovan Vidović', 'Jhon Chancellor', 'Agostino Camigliano', 'Marcel Gebers', 'Henri Weigelt', 'John Edison García Zabala', 'Allan Norberto Vasquez Sobrinho', 'Xavier Tomas', 'Allison Alan Peixoto Gomes', 'Matteo Di Gennaro', 'Elliott Ward', 'Anthony Gerrard', 'Anthony Walongwa', 'Vadim Demidov', 'Christophe Diedhiou', 'Victor Hernán Morales Reyes', 'Carlos Blanco Moreno', 'Marcos Wilson da Silva', 'Virgil Vries', 'Paul Jaeckel', 'Kastriot Dermaku', 'Nigel Boogaard', 'Óliver Benítez', '배슬기 裴雪基', 'Clemens Schoppenhauer', 'José Antonio Pardo Lucas', 'Daniel Drescher', 'Héctor Verdés Ortega', 'Rafael Páez Cardona', 'Kouadio-Yves Dabila', 'Matías Andrés Escudero', 'Danildo Jose Sao Pedro Accioly Filho', 'Elio Capradossi', 'Robin Le Normand', 'David Fällman', 'Hanyer Luis Mosquera Córdoba', 'Sebastian Nachreiner', 'Marko Lešković', 'Paulo Mauro Fajarda Macedo', 'Alessandro Bastoni', 'Nehuén Pérez', 'Manuel Riemann', 'Cesare Bovo', 'Paul Huntington', 'Luca Antei', 'Ali Abdullah Harib Al Habsi', 'Domenico Maietta', 'Jesper Hansen', 'Jonathan Emmanuel Orozco Domínguez', 'Claudio Andrés Bravo Muñoz', 'Jordan Pickford', 'Ederson Santana de Moraes', 'David De Gea Quintana']
Node (4, 8): ['Sergio Busquets i Burgos', 'Rodrigo Hernández Cascante', 'Tanguy NDombèlé Alvaro', 'Ruben Loftus-Cheek', 'Fernando Lucas Martins', 'Marco Benassi', 'Benjamin André', 'Mario Pašalić', 'Atiba Hutchinson', 'Amadou Haidara', 'Marko Grujić', 'Seko Fofana', 'Javier Eraso Goñi', 'Stefano Sturaro', 'Ignacio Fernández', 'Bryan Dabo', 'Fredrik Midtsjø', 'Musa Çağıran', 'Adrien Tameze', 'André de Castro Pereira', 'Rodrigo Aliendro', 'Juan Pablo Nieto Salazar', 'Aleksandr Kolomeytsev', 'Rémy Dugimont', 'Andrea Schiavone', 'Francisco Mérida Pérez', 'Michele Castagnetti', 'Fernando Zuqui', 'Issiaga Sylla', 'Leroy Fer', 'Roman Bezus', 'Saša Lukić', 'Jake Livermore', 'Jules Olivier Ntcham', 'Román Fernando  Martínez', 'Reinhold Yabo', 'Claudio Andrés Baeza Baeza', 'André Alexandre Carreira Sousa', 'Pajtim Kasami', 'Mike Lindemann Jensen', 'Ivaylo Chochev', 'John McGinn', 'Guus Til', 'Rade Krunić', 'Aldo Leao Ramírez Sierra', 'Scott Arfield', 'Sergio Tejera Rodríguez', 'Darlington Nagbe', 'Viktor Kovalenko', 'Bongani Zungu', 'Artur Ioniţă', 'Riechedly Bazoer', 'Teun Koopmeiners', 'Diego Hernán González', 'Haris Medunjanin', 'Denis Glushakov', 'Younousse Sankharé', 'Jérôme Gondorf', 'Suat Serdar', 'Mikel Merino Zazón', 'Rolando Mandragora', 'Callum McGregor', 'Hanno Behrens', 'Mohamed Diamé', 'Tom Davies', 'Renato Júnior Luz Sanches', 'Arne Maier', 'Fabian Frei', 'Gilbert Gianelli Imbula Wanga', 'Stuart Armstrong', 'Jeff Hendrick', 'Danilo Barbosa da Silva', 'Fransérgio Rodrigues Barbosa', 'Michael Bradley', 'Xaver Schlager', 'James McArthur', 'Víctor Camarasa Ferrando', 'Christian Gentner', 'Saphir Sliti Taïder', 'Celso Borges Mora', 'Marten de Roon', 'Guillermo Matías Fernández', 'Claudemir Domingues de Souza', 'Nery Domínguez', 'Tomás Pina Isla', 'Jonas Martin', 'Donny van de Beek', 'Maurício José da Silveira Júnior', 'Pierre-Emile Højbjerg', 'Denys Garmash', 'Albin Ekdal', 'Pablo Pérez', 'Serhiy Sydorchuk', 'Jonjo Shelvey', 'Pedro Pablo Hernández', 'Aaron Mooy', 'Gabriel Appelt Pires', 'Omar Mascarell González', 'Pere Pons Riera', 'Nabil Bentaleb', 'Rodrigo Andrés Battaglia', 'Petros Matheus dos Santos Araujo', 'Etienne Capoue', 'Davy Klaassen', 'Roque Mesa Quevedo', 'Maximilian Eggestein', "Yann Gérard M'Vila", 'Héctor Miguel Herrera López', 'Lars Bender']
Node (2, 3): ['Thibaut Courtois', 'Marc-André ter Stegen', 'Keylor Navas', 'Mathew Ryan', 'Anton Ciprian Tătărușanu', 'Jack Butland', 'Diego López Rodríguez', 'Yassine Bounou', 'Marwin Hitz', 'Walter Benítez', 'Asmir Begović', 'Alejandro Remiro Gargallo', 'Andriy Pyatov', 'Roberto Jiménez Gago', 'José Pedro Malheiro de Sá', 'Andrés Eduardo Fernández Moreno', 'Raúl Fernández-Cavada Mateos', 'Luis Robles', 'Fabiano Ribeiro de Freitas', 'Joe Lewis', 'Alex Smithies', 'Karl-Johan Johnsson', 'Bartosz Białkowski', 'Miguel Ángel Fraga Licona', 'Giorgi Loria', 'Sean  Johnson', 'Luis Manuel García Palomera', 'Álvaro David Montero Perales', 'Matías Ibáñez', 'Evan Bush', 'Fabrice Ondoa', 'Kevin Stuhr-Ellegaard', 'Filip Kurto', 'Zacharie Boucher', 'Fatih Öztürk', 'Álvaro López Ratón', 'Johannes Brinkies', 'Manuel Reina Rodríguez', 'Anton Kochenkov', 'Stephan Maigaard Andersen', 'Adam Larsen Kwarasey', 'Jérôme Prior', 'José Ignacio González Catalán', '林 昭大', 'Isaac Becerra Alguacil', 'Gökhan Akkan', 'Víctor Hugo Soto Azcárate', 'Carlos Javier Abad Hernández Trujillo', 'Anssi Jaakkola', 'Óscar Alexander Whalley Guardado', 'Piotr Leciejewski', 'Leonardo Navacchio', 'Mehdi Jeannin', 'Ander Cantero Armendáriz', 'Thomas Dähne', 'Andrés Mehring', 'Dawid Kudła', 'Bryan Meredith', 'Marcel Engelhardt', 'Giuseppe Cuomo', 'Nicola Sambo', '韩锋', '王国明', '温智翔', 'Joaquín Pereira', '郭靖', 'Frederik Schram', 'Abdo Al Basisi', 'Michael Lansing', 'Raphael Sallinger', 'Blagoy Makendzhiev', 'Timo Königsmann', 'Brendan Moore', 'Earl Edwards Jr.', 'Lewis Price', 'Yves Makabu Ma-Kalambay', 'Marco Festa', 'Laurent Walthert', 'Anton Kanibolotskyi', 'Eryin Alexis Sanhueza Mora', 'Alex Horwath', 'Jack Bonham', 'Edvinas Gertmonas', 'Donovan Léon', 'Daniel Iversen', 'Alvino Volpi Neto', 'Joe Day', 'Sander Luan Asevedo Cirino', 'Lukáš Zima', 'Dean Bouzanis', 'Jack Duncan', '刘殿座', 'Clint Irwin', 'Alexander Kofler', 'Salvador Ichazo', 'Khalid Mohammed Sharahili', 'Alberto Varó Lara', 'Abdullah Al Mayoof', 'Alec Kann', 'Andrés Tomás Prieto Albert', 'Ažbe Jug', '顾超', 'Cameron Dawson', 'Loïc Badiashile Mukinayi', 'Robbin Ruiter', 'Chris Seitz', 'Luis Cárdenas', 'Fábio Szymonek', 'Mateus Bernardo Tangil Melo', 'Miguel Ángel Pinto Jérez', 'Mamadou Samassa', 'Alexander Bono', 'Dean Gerken', 'Stefan Marinović', 'Alexander Nübel', 'William Paul Yarbrough Story', 'Guy-Roland Ndy Assembe', "Raïs M'Bolhi Ouhab", 'Fabien Farnolle', 'Max Grün', 'Markus Kolke', 'Bobby Shuttleworth', 'Jens Grahl', 'Alfonso Blanco Antúnez', 'David Nicolas Andrade', 'Vito Mannone', 'Marcel Schuhen', 'Lucas Acosta', 'André  Campos Moreira', 'Axel Werner', 'Javier Varas Herrera', 'Rémy Riou', 'Robin Zentner', 'Kenneth Kronholm', 'Hugo Alfonso González Durán', 'Vanja Milinković-Savić', 'Felix Wiedwald', 'Raúl Gudiño', 'Fehmi Mert Günok', 'Kristoffer Nordfeldt', 'Costel Pantilimon', 'Antony Domingo Silva Cano', 'Ørjan  Håskjold Nyland', 'Unai Simón Mendibil', 'Warner Hahn', 'Milan Borjan', 'Andreas Luthe', 'Christian Mathenia', 'Bruno Miguel Semedo Varela', '颜骏凌', 'Munir Mohand Mohamedi', 'Matías Dituro', 'Davy Roef', 'Rodolfo Cota Robles', 'Lee Grant', 'Danny Vukovic', 'Neil Etheridge', 'Asier Riesgo Unamuno', 'Carlos Idriss Kameni', 'Justin Bijlow', 'Yohann Pelé', 'Alfredo Talavera Díaz', 'José Antonio Rodríguez Romero', 'Cristopher Benjamín Toselli Ríos', 'Ramazan Özcan', 'Paulo Dino Gazzaniga', 'Andre Blake', 'Brad Jones', 'Oier Olazábal Paredes', 'Diego Orlando Benaglio', 'Zack Steffen', 'Thomas Kraft', 'Jaume Domenech Sánchez', 'Nelson Arturo Reis Lopes', 'Mike Maignan', 'Diego Mariño Villar', 'Denys Boyko', 'Michael Esser', 'Douglas Renato de Jesus', 'Nahuel Ignacio Guzmán', 'Guilherme Alvim Marinato', 'Robin Olsen', 'Alban Lafont', 'Francisco Casilla Cortés', 'Nick Pope', 'Marko Dmitrović', 'Fernando Pacheco Flores', 'Gerónimo Rulli', 'Fernando Muslera', 'Kevin Trapp', 'Alphonse Areola', 'Antonio Adán Garrido', 'Ralf Fährmann', 'Danijel Subašić', 'Rui Pedro dos Santos Patrício', 'Sergio  Asenjo Andrés', 'Bernd Leno', 'Koen Casteels', 'Oliver Baumann', 'Gianluigi Donnarumma', 'Stéphane Ruffier', 'Yann Sommer', 'Roman Bürki', 'Anthony Lopes', 'Wojciech  Szczęsny', 'Samir Handanovič', 'Jan Oblak']
Node (4, 9): ['Fernando Luiz Rosa', 'Ivan Rakitić', 'Fábio Henrique Tavares', 'Adrien Rabiot', 'Marco Parolo', 'Jordan Brian Henderson', 'Gylfi Þór Sigurðsson', 'Aaron Ramsey', 'Abdoulaye Doucouré', 'Aleksandr Erokhin', 'Jens Toornstra', 'Óscar Guido Trejo', 'Luca Zuffi', 'Andrés Mateus Uribe Villa', 'João Pedro Barradas Novais', 'André Ayew Pelé', 'Rubens Omar Óscar Sambueza', 'Pascal Groß', 'Ruud Vormer', 'Tonny Emilio Trindade de Vilhena', 'Pierre Lees-Melou', 'Ruslan Malinovskyi', 'Daniel Wass', 'José Ángel Gómez Campaña', 'Hans Vanaken', 'Raúl García Escudero', 'Beñat Etxebarria Urkiaga', 'Ricardo Rodríguez', 'André Gomes Magalhaes de Almeida', 'Morgan Sanson', 'Matias Vecino', 'James Philip Milner', 'Renato  Soares de Oliveira Augusto', 'Lars Stindl', 'Ander Herrera Agüera', 'Mario Götze', 'Kevin Strootman', 'Georginio Wijnaldum', 'Aleksandar Kolarov', 'Marcos Alonso Mendoza', 'Corentin Tolisso', 'Allan Marques Loureiro', 'Filipe Luís Kasmirski', 'Blaise Matuidi', 'Axel  Witsel', 'Radja Nainggolan', 'Arturo Vidal', 'Daniel Parejo Muñoz', 'Jorge Resurrección Merodio', 'Saúl Ñíguez Esclápez', 'Thomas Müller', "N'Golo Kanté", 'Toni Kroos']
Node (2, 8): ['Gonzalo Gerardo Higuaín', 'Zlatan Ibrahimović', 'Mario  Barwuah Balotelli', 'Maximiliano Gómez', 'Nikola Kalinić', 'Bafétimbi Gomis', 'Luka Jović', 'Aritz Aduriz Zubeldia', 'Fabio Quagliarella', 'Moussa Sidi Yaya Dembélé', 'Willian José da Silva', 'Radamel Falcao García Zárate', 'Edin Džeko', 'Mario Mandžukić', 'Robert Lewandowski']
Node (6, 3): ['Jan Vertonghen', 'Toby Alderweireld', 'Luiz Gustavo Dias', 'Matthias Ginter', 'Joël Andre Job Matip', 'Aïssa Mandi', 'Javier Alejandro Mascherano', 'Loïc Perrin', 'Iván Marcone', 'Víctor Ruíz Torre', 'Phil Jones', 'Manuel Alejandro García Sánchez', 'Diego Javier Llorente Ríos', 'Thomas Vermaelen', 'Pedro  Mba Obiang Avomo', 'Mario Suárez Mata', 'Guilherme dos Santos Torres', 'Maxime Gonalons', 'Thiago Maia Alencar', 'Andrea Raggi', 'Andrey Semenov', 'Erik Pieters', 'Kevin McDonald', 'Fabián Andrés Rinaudo', 'Luciano Aued', 'Emil Hallfreðsson', 'Astrit Ajdarević', '三竿 健斗', 'Nikola Jambor', 'Helio Paulo Caldeira Andrade', 'Anto Grgić', 'Fabian Schönheim', 'Simone Bentivoglio', 'Fahad Al Ebrahim Al Ansari', 'Pablo Sebastián  Valeira Álvarez', 'Aleksandar Bjelica', 'Ricardo Faty', 'Idrissa Doumbia', 'Scott McTominay', 'Pablo Martín Ledesma', 'Guessouma Fofana', 'Xavier Torres Buigues', 'Gorka Elustondo Urkola', 'Manuel Iori', 'Santiago Cáseres', 'Judilson Mamadu Tuncará Gomes', 'Damián Musto', 'André Franck Zambo Anguissa', 'Panagiotis Tachtsidis', 'Geoff Cameron', 'Sergio Javier Vittor', 'Uroš Račić', 'Calum Chambers', 'Juan Torres Ruiz', 'Kévin Théophile-Catherine', 'Nicola Rigoni', 'Rafael Czichos', 'Bacary Sagna', 'Bruno Zuculini', 'Fernando Seoane Antelo', 'Taras Mykhalyk', 'Enzo Kalinski', 'Lorenzo Crisetig', 'Pascoal Simão Muscato Vieira', 'Kauê Enaldo Lima Rodrigues', 'Kaan Ayhan', 'David Timor Copoví', 'Lucas Deaux', 'John Michael Nchekwube Obinna', 'Dmitriy Tarasov', 'Håvard Nordtveit', 'Nathaniel Chalobah', 'Ivan Radovanović', 'Erick Pulgar', 'Guido Rodríguez', 'Carlos Sánchez', 'Javier Horacio Pinola', 'Sergi Gómez Solà', 'Terence Kongolo', 'Jason Denayer', '長谷 部誠', 'Francis Coquelin', 'James Tarkowski', 'Zouhair Feddal', 'Michael Keane', 'Marcos Llorente Moreno', 'Lucas Tousart', 'Sidnei Rechel da Silva Júnior', 'Ignacio Camacho Barnola', "Nicolas N'Koulou", 'Taras Stepanenko', 'Nathan Aké', 'Andreas Christensen', 'Granit Xhaka', 'Victor Nilsson Lindelöf', 'Vedran Ćorluka', 'Gabriel Armando de Abreu', 'Salif Sané', 'Antonio Rüdiger', 'Daniele De Rossi', 'Javier Martínez Aginaga', 'David Luiz Moreira Marinho', 'John Stones', 'Presnel Kimpembe', 'Vincent Kompany', 'Jérôme Boateng', 'Aymeric  Laporte', 'Thiago Emiliano da Silva', 'Mats  Hummels', 'Diego Godín']
Node (2, 7): ['Ciro Immobile', 'Mauro Emanuel Icardi Rivero', 'Simone Zaza', 'Gerard Moreno Balagueró', 'André Miguel Valente da Silva', 'Richarlison de Andrade', 'Vincent Paté Aboubakar', 'Luis Fernando Muriel Fruto', 'Lisandro López', 'Moanes Dabour', 'Darío Benedetto', 'Burak Yılmaz', 'Ryan Guno Babel', 'Jorge Djaniny  Tavares Semedo', 'Odion Jude Ighalo', 'Kevin Lasagna', 'Mbwana Ally Samatta', 'Francesco Caputo', 'Dominic Calvert-Lewin', 'Landry Dimata', 'Ola  Williams Kamara', 'Pape Moussa Konaté', 'Tammy Abraham', 'Marcus Thuram', 'Rafael da Conceição Leão', 'Jhon Córdoba', 'Anthony Rubén Lozano Colón', 'Jerry Mbakogu', 'Stéphane Bahoken', 'Che Adams', 'Roy Krishna', 'Christian Kouamé', 'Isaac Success', 'Juan Ferney Otero Tovar', 'Anthony Nwakaeme', 'Anderson José Lopes de Souza', 'Dimitri Oberlin', 'Nouha Dicko', 'Sergio Henrique Santos Gomes', 'Ademilson Braga Bispo Júnior', 'Oliver Burke', 'Raphael Dwamena', 'Donyell Malen', 'Préjuce Niguimbé Nakoulma', 'Odsonne Edouard', 'Cristiano da Silva', 'Diego Queiroz de Oliveira', 'Arouna Koné', 'Ayron Del Valle Rodríguez', 'Jacob Bruun Larsen', 'Jean-Philippe Mateta', 'Jonathan Kodjia', 'Alan Pulido', 'Roger Martínez', 'Albian Ajeti', 'Ignacio Pussetto', 'Thievy Bifouma', 'Daniel Royer', 'Mikael Ishak', 'Juan Camilo Hernández', 'Avilés Hurtado', 'Alberth Elis', 'Ivan Ricardo Neves Abreu Cavaleiro', 'Alfredo José Morelos Aviléz', 'Breel-Donald Embolo', 'Joelinton Apolinário de Lira', 'Andre Gray', 'Kasper Dolberg', 'Marko Livaja', 'Enes Ünal', 'Patrick Cutrone', 'Alan Douglas Borges de Carvalho', 'Moussa Dembélé', 'Jaime Mata Arnaiz', 'Giovanni Pablo Simeone', 'Omar Al Soma', 'Diogo José Teixeira da Silva', 'Callum Wilson', 'José Luís Mendes Andrade', 'Roger Martí Salvador', 'Duván Zapata', 'Lucas Alario', 'Karl Brillant Toko Ekambi', 'Francisco das Chagas Soares dos Santos', 'Luan Vágner Boas Macedo', 'Lautaro Martínez', 'Anthony Modeste', 'Michy Batshuayi Tunga', 'Carlos Arturo Bacca Ahumada', 'Mariano Díaz Mejía', 'Fyodor Smolov', 'Arkadiusz Milik', 'Sébastien Haller', 'Josef Alexander Martínez', 'Andrea Belotti', 'Jamie Vardy', 'Lourival Adnan Beretta Barbosa', 'Diego da Silva Costa']
Node (6, 8): ['Kepa Arrizabalaga', 'Miguel Ángel Moyá Rumbo', 'Daniele Padelli', 'Eugenio Lamanna', '정성룡 郑俊玄', 'Ertaç Özbir', 'Robert Green', 'Per Kristian Worre Bråtveit', 'Markus Schubert', 'Pontus Dahlberg', 'Julián Speroni', 'Iván Villar Martínez', 'Samuel Şahin-Radlinger', 'Remi Matthews', 'Mohamed Awad', 'Jasmin Burić', 'Jamie Jones', 'Alessandro Plizzari', 'Nicola Ravaglia', 'Jorge Luis Deschamps', 'Markel Areitio Cedrún', 'Matt Ingram', 'Walter Fabián Assmann', 'Kevin Fickentscher', 'Francesco Ruberto', '유상훈 柳相勋', 'Tobias Schützenauer', 'Bradley Collins', 'Nathan Baxter', 'Adam Collin', 'Ben Garratt', 'Wojciech Pawłowski', 'Illan Meslier', 'Maximilian Reule', 'Nicolás Temperini', 'Mateusz Hewelt', 'James Marcinkowski', 'Ryan Fulton', 'Elhan Kastrati', 'Mohammed Ahmed Awaji', 'Simone Farelli', 'Dennis Petersson', 'Grant Smith', 'Jake Eastwood', 'Cameron Yates', 'Karol Dybowski', 'Tom Amos', '金善于', 'Edward McGinty', 'Robin Källman', 'Jacob Storevik', 'Merlin Nuhanovic', 'Maximilian Schlosser', '徐嘉敏', 'William Jääskeläinen', 'Emmanuel Idem', 'James Delianov', 'Isaac Richards', 'Louis Jones', 'Devlin Mackay', '滕尚坤', 'Simon Gustafsson', '刘世博', 'Henrich Ravas', 'Mark Travers', 'Iván Martínez Marqués', 'Oliver Byrne', 'Anthony Randolph Warner', 'Luke Coddington', 'Julio Junior Bórquez Hernández', '林 瑞輝', 'Junlin Chen', 'Jack Walton', 'Steve Collis', 'Frederik Ibsen', 'Jacob Marsden', 'Andrés Felipe Dussan Monje', 'Luke Pilling', '李晨', 'James Hamon', 'Florian Kraft', 'Trey Muse', 'Ryan Sandford', 'Moataz Akjah', 'Danijel Nizic', 'Matt Bersano', 'Francesco Russo', 'Muhayya Al Sulami', 'Kevin Ray Mendoza', 'Andrés Jerez', 'Jordan Holmes', 'Lewis Thomas', 'Subrata Paul', 'Sung Min Hwang', 'Nicolás Araya', 'Marcel Zach', 'Francois-Joseph Sollacaro', 'Peter van der Vlag', '张翀', 'Yerko Urra', 'Radosław Majecki', 'Marko Soldo', '耿晓锋', 'Lewis Italiano', 'David Richards', 'Matthew Acton', 'Matthew Hudson', 'Esteban Salles', 'Mark Tyler', 'Kamil Grabara', 'Abdullah Al Arraf', 'Robert Jendrusch', '福島 春樹', '岩馆 直', "Kieran O'Hara", 'Steve Arnold', 'Adrián Real Canales', 'Mohammed Al Wakid', 'Ben Wilson', 'Dawood Al Saeed', 'Valentin Baume', 'Sam Slocombe', 'Facundo Nicolás Cambeses', 'Anthony Swolfs', 'Mike Havekotte', 'Ted Smith', 'Álvaro Vallés Rosa', 'Jonathan Klinsmann', 'Thomas Vollnhofer', 'Luca Maniero', '刘震理', 'Adrián Zendejas Rodríguez', "Conor O'Malley", 'Dinko Horkaš', 'Sergio Tienza Valverde', 'Elliot Parish', 'Mark McNulty', 'Aarón Escandell', 'Aaron Ramsdale', 'Kevin Wilson Piedrahita Velasco', 'Jack Rose', 'Harry Lewis', '李帅', 'Yanick van Osch', 'Nick Townsend', 'Signori Antonio', 'Stuart Nelson', 'Daniel Lopar', 'Paul Jones', 'Nikolai Rehnen', 'Nicolai Flø', 'Miquel Parera Pizá', 'David Zibung', 'Clément Diop Degoud', 'Pedro Leonardo Gonçalves Mateus', 'Dimitrios Konstantopoulos', 'Pier Luigi Grazziani Serrano', 'Michal Peškovič', 'Ilya Pomazun', 'Christian Dobnik', 'David Da Costa', 'Nuno Alberto Macedo Pereira', 'Fernando Hurtado', 'Lucas Hägg-Johansson', 'Luke McGee', 'Maarten de Fockert', 'Davide Bassi', 'Gonzalo Rehak', '张烈', 'Bobby Allain', 'Guillaume Faivre', 'Andrew Lonergan', 'Assaf Ahmed Al Qarni', 'Arnaud Balijon', 'René Vollath', 'Stephen Henderson', 'Luis Enrique Delgado Mantilla', 'Steve Clark', 'Cristian Edward Guerra Torres', 'Mark Oxley', 'Matt Gilks', 'Colin Doyle', 'Edson Reséndez', 'Nordin Jackers', 'Freddie Woodman', 'Simone Aresti', 'Amer Shafi', 'George Long', 'Zac MacMath', 'Tyler Miller', 'Adam Davies', 'Korcan Çelikay', 'Diego Alejandro Martínez Marín', 'Claudio Gonzalez', 'Alberto Paleari', 'Oscar Jansson', '김승규 金承奎', 'Jordan Smith', 'Jamie MacDonald', 'Lorenzo Montipó', 'Alexandr Vasyutin', 'Markus Kuster', 'Tyler Deric', 'Juan Soriano Oropesa', 'Nils Körber', 'Přemysl Kovář', 'David Stockdale', 'Tomasz  Kuszczak', 'Mahmut Ertuğrul Taşkıran', 'José Luis Chunga Vega', 'Pāvels Šteinbors', 'Simone Colombi', 'David Raya Martin', 'Bartolomé Nadal Mesquida', 'Ivan Provedel', 'Alberto Brignoli', 'Konstantinos Lamprou', 'Charles Marcelo da Silva', 'Ionuţ Andrei Radu', '曾诚', 'Mark Flekken', 'Francesco Bardi', 'Nicolas Penneteau', 'Edgar Badía Guardiola', 'Paul Nardi', 'Heinz Lindner', '조현우 崔永宇', 'Gabriel Vasconelos Ferreira', 'José de Jesús Corona Rodríguez', 'Rafael  de Andrade Bittencourt Pinheiro', 'Harun Tekin', 'António Alberto Bastos Pimparel', 'Justo Wilmar Villar Viveros', 'Alessio Cragno', 'Sven Ulreich', 'Andrea Consigli', 'Emiliano Viviano', 'Benjamin Lecomte']
Node (8, 4): ['Hakim Ziyech', 'Bruno Miguel Borges Fernandes', 'Alex Nicolao Telles', 'Lucas Vázquez Iglesias', 'Leon Goretzka', 'João Pedro Cavaco Cancelo', 'Giacomo Bonaventura', 'Ricardo Barbosa Pereira', 'Carlos Soler Barragán', 'Alex Oxlade-Chamberlain', 'Jonas Hofmann', 'Roman Zobnin', 'Thiago Henrique Mendes Ribeiro', 'Johann  Berg Guðmunds\xadson', 'Younès Belhanda', 'Mohamed Elyounoussi', 'Zlatko Junuzović', 'Victor Moses', 'Caner Erkin', 'Mitchell Weiser', 'Alessandro Schöpf', 'Erick Gutiérrez', 'Fábio Alexandre da Silva Coentrão', 'Juan Bernat Velasco', 'Ricardo Sousa Esgaio', 'Everton Jorge Simão Resende', 'Daniel Caligiuri', 'Antonio Candreva', 'José Luís Gayà Peña', 'Alessandro  Florenzi', 'Federico Bernardeschi', 'Luís Miguel Afonso Fernandes', 'Sergio Roberto Carnicer', 'Ronaldo Jailson Cabrais Petri', 'David Olatukunbo Alaba', 'Florian Thauvin', 'Joshua Kimmich']
Node (5, 6): ['José María Giménez de Vargas', 'Nikola Maksimović', 'Christopher Schindler', 'Steve Cook', 'Issa Diop', 'Eltildo Lucas Correia Pitta', 'Rafael Jorgino Cachoira Rebelo', 'Adama Soumaoro', 'Raúl Rodríguez Navas', 'Stefan Bell', 'Alan Javier Franco', 'Oscar Fabián Murillo Murillo', 'Duirval Hélton Diniz Cabral', 'Guillermo Ortíz', 'Steve von Bergen', 'Bruno Écuélé Manga', 'Jonás  Ramalho Chimeno', 'Xabier Etxeita Gorritxategi', 'Florian Hübner', 'César Jasib Montes Castro', 'Rafik Halliche', 'Éder Marvin Oliveira Simão', 'Shaun Hutchinson', 'Dankler Luís de Jesus Pedreira', 'Jubal Rocha Mendes Junior', 'Rolando García Guerreño', 'Dominik Schmidt', 'Marvin Friedrich', 'Matej Jonjić', 'Darragh Lenihan', 'Matheus Simoneti Bressaneli', 'Marvin Matip', 'Mario Maloča', 'Jonas Gomes de Sousa', 'Djamel Eddine Benlamri', 'Jorge Rodríguez', 'Lucas Henrique da Silva', 'Marco Varnier', 'Renato de Araújo Chaves Júnior', 'Sebastian Schonlau', 'Benedikt Gimber', 'Selim Ay', 'Dustin Bomheuer', 'Rafael López Gómez', 'Ventura Alvarado', 'Justen Glad', 'Mohammed Jahfali', 'Jacob Rasmussen', 'Mads Fenger', 'Andrés Fernandes Gonçalves', 'Alex  Baptiste', 'Lalas Abubakar', 'Fágner Ironi Daponte', 'Roberto Pirrello', 'Francisco Javier Rodríguez Ibarra', 'Niklas Dams', '박동진 朴东景', 'Francisco Javier Campos Coll', 'Lucas Domínguez Irarrázabal', 'Roy Gelmi', 'Reece Oxford', 'Luis Enrique Robles Ramírez', 'Paul Papp', 'Modou Diagne', 'Milan Vilotić', 'Mohamed Djetei', 'Sebastián Díaz Aracena', 'Gautier Lloris', 'Léon Bergsma', 'César Eduardo Cercado Luna', 'Oluwatosin Adarabioyo', 'Michaël Heylen', 'Christian Eggen Rismark', 'Benjamin Chris Muscato Selva', 'Johan Lædre Bjørdal', 'Gavin Gunning', 'Jon Guthrie', 'Jamie Hanson', 'Ethan Pinnock', 'Rubin Seigers', 'Joona Toivio', 'Ethan Ebanks-Landell', 'Jordan Thorniley', '赵宇豪', 'Rédah Atassi', 'Cristóbal Alberto Vergara Maldonado', 'Marcel Alves Pereira', 'Daniel Wein', 'Emmanuel Lomotey', 'Jordon Forster', 'Christoph Freitag', 'Conor Shaughnessy', 'Emmanuel González Rodríguez', 'Fabian Menig', '髙杉 亮太', 'Johnny Mullins', 'Luis Cardoza', 'Özgür Özdemir', 'Oliver Steurer', 'Mads Lauritsen', 'Dan Scarr', 'James Wilson', 'Samy Mmaee A Nwambeben', 'Philipp Siegl', 'Hatim Belal', 'Jack Clisby', 'Jonatan Kotzke', 'Francisco Pablo Cruz Torres', '二見 宏志', 'Lars Dietz', 'Luke Woolfenden', '배신영 Sin Yeong Bae', 'Darren Cole', 'Rashid Mahazi', '하성민 河成敏', 'Jacob Tratt', '丛震', '道渕 諒平', '崔明安', 'Joakim Skomsøy Bjerkås', 'Carlos Andrés Gallego Castañeda', '姜文骏', 'Roberto Kakeeto', '磯村 亮太', '晋鹏翔', 'Jacob  Melling', 'Mohamed Sylla', 'Igoh Ogbu', 'Julián Chicco', 'George Taft', 'David Ochieng', 'Rob Dickie', 'Liam Grimshaw', 'Lukáš Greššák', 'Milan Dimun', 'Thomas Galdames', 'Anton Tideman', "Yann Songo'o", 'Adam Dźwigała', 'Kristian Dirks Riis', 'Aaron Berzel', 'Eirik Valla Dønnem', 'Edwar González', '新里 亮', 'Ezequiel Alejandro Rodríguez', 'Danilo Wiebe', 'Simon Andreas Larsen', 'Sören-Kurt Reddemann', 'Séga Coulibaly', 'Nico Brandenburger', 'Jack Baird', 'Juan Leandro Quiroga', '大崎 玲央', 'Bryan Gaul', 'Michael James Fitzgerald', 'Mathias Nielsen', 'Glen Rea', 'Alex Iacovitti', 'Juan Miguel Basulto', 'Frederik Helstrup Jensen', 'Dominique Guidi', 'Stefan Haudum', 'Robert Müller', 'Simon Lorenz', '김원식 金元植', 'Alexis Peña', 'Samba Camara', 'Ben Richards-Everton', 'Matthieu Fontaine', 'Alexander Blomqvist', 'Orestis Kiomourtzoglou', 'Adrián Welliton Rocheira Sá', 'Torben Rehfeldt', 'Vladimir Screciu', 'Lucas Ribeiro dos Santos', 'Juan Felipe Aguirre Tabares', '홍정운 洪俊涣', 'Gary Deegan', 'Roko Mišlov', 'Jan Washausen', 'Ognjen Gnjatić', '가솔현 Sol Hyeon Ka', 'Søren Reese', 'Rafał Janicki', 'Baily Cargill', 'Genséric Kusunga', 'Gary Liddle', 'Wojciech Golla', '이지남 李指南', 'Tom Parkes', 'Brendan Chardonnet', 'Justo Alondro', 'Alexis Hinestroza', 'James Donachie', 'Jan Zwischenbrugger', 'Jason Kerr', 'Mauro Coppolaro', 'Samuel Yohou', 'Paul Downing', 'Lazar Ćirković', 'Henning Hauger', '최보경 财博炅', 'Marius Høibråten', 'Arlind Ajeti', 'Ricardo Miguel Martins Alves', 'Harrison McGahey', 'Robin Jansson', 'Manuel Sánchez López', 'Maxime Spano Rahou', 'Andrew Boyle', 'Jean-Baptiste Pierazzi', 'Jack  Baldwin', 'Jarosław Jach', 'Jørgen Horn', 'Nazario Otávio Serpe Cachoeira', 'Nikola Vujadinović', 'Michael Ihiekwe', 'Jesús María Herrero Gómez', 'Javier Sánchez de Felipe', 'Thomas Deng', 'Kortney Hause', 'Michael Boxall', 'Abdulyussuf Adedeji Adeniyi Oshilaja', 'Loïc Nestor', 'Daniel Steres', 'Asger Sørensen', 'Héctor Rodas Ramírez', 'Matthieu Saunier', 'Lucien Owona', 'Luan Peres Petroni', 'Wilfred Moke', 'Adam Straith', 'Sulayman Marreh', 'Auston Trusty', 'Kofi Opare', 'Pierre Gibaud', '강민수 康敏寿', 'Silvan Hefti', 'Benedikt Zech', 'Murat Akça', 'Hugo Cerqueira Pinto Basto', 'Steffen Schäfer', 'Héctor Antonio Urrego Hurtado', '김원일 金源一', 'Unai Elgezabal Udondo', 'Abdulmalek Abdullah Al Khaibri', 'Claude Dielna', 'Victor Lekhal', 'Semi Ajayi', 'Benjamin Edouardo Lambot', 'Lunan Ruben Gabrielsen', 'Jannis Nikolaou', 'Lorenzo Gordinho', 'Joris Sainati', 'Mauriçio César Clerez Farias', 'Alejandro Catena Marugán', 'Steffen Hagen', 'Tommy Smith', 'Ante Kulušić', 'Ádám Lang', 'Steven Caulker', 'Mario Sonnleitner', 'Michal Frydrych', 'Philipp Lienhart', 'Diogo Sousa Verdasca', 'Sheldon Bateau', 'Jonathan Buatu Mananga', 'Yohan Tavares', 'Servando Sánchez Barahona', 'Lukas  Spendlhofer', 'Branco Ampuero', 'Chinedum Onuoha', 'Marvin Baudry', 'Christopher Dibon', 'Thomas Fontaine', 'Sascha Mockenhaupt', 'Caio Hugo Tafarell Bastos', '奈良 竜樹', '김기희 金基熙', 'Jacob Une Larsson', 'Juan Manuel Insaurralde', 'Giangiacomo Magnani', 'Luis Abram', 'Matías Cristóbal Navarrete Fuentes', 'Dario Dumić', 'Semih Kaya', 'Mauro Dos Santos', 'Valentinos Sielis', 'Dušan Cvetinović', 'Christian Ramos', 'Brian Behrendt', 'Richard Windbichler', 'Nicolás Ezequiel Gorosito', 'Nicolò Brighenti', 'Ramon Leeuwin', 'Gerardo Alcoba', 'Jan Kirchhoff', 'Juan Carlos Valenzuela Hernández', 'Fáiner Torijano Cano', 'Joel Lynch', 'Arturo Jonaldo Pombal de Faria', '张琳芃', 'Carlos Gustavo David Quintana', 'Joaquín Laso', 'Luděk Pernica', 'Alberto Tomás Botía Rabasco', 'Kévin Gnonher Boli', 'Christopher Avevor', 'Ruben Miguel  Marques dos Santos Fernandes', 'Michał Pazdan', 'Bailey Wright', 'Victor Nelsson', 'Rick van Drongelen', 'Matthew Špiranović', 'Julián Velázquez', 'Bartosz Salamon', 'Welinton Souza Silva', 'Wesley Lautoa', 'Jonathan Mensah', 'Marco Capuano', 'Dael Fry', 'Lyanco Neves Vojnovic', 'Jorge Filipe Avelino Teixeira', 'Claudio Terzi', 'Julian Jeanvier', 'Jan Bednarek', 'Dario Maresic', 'Andrés Mosquera', 'Antonio Briseño Vázquez', 'Saulo Decarli', 'Loïck Landre', 'Kenneth Josiah Omeruo', 'Sverrir Ingi Ingason', 'Julio Alberto Barroso', 'Toni Leistner', 'Bruno Bianchi', 'Nicolas Isimat-Mirin', 'Gonçalo Filipe Oliveira Silva', 'Abdul Khaled Akiola Adénon', 'Stefan Simič', 'Fernando Tobio', 'Félix Eboa Eboa', 'Federico Barba', 'Kevin Long', 'Simon Falette', 'Anthony Briançon', 'Ismael Patrice Koné', 'Ewerton José Almeida Santos', 'Tore Reginiussen', 'Prince-Désir Gouano', 'Siniša Anđelković', 'Erik Sviatchenko', 'Liam Cooper', 'Manuel Gulde', 'Miha Mevlja', 'Romain Thomas', 'Otávio Alberto Cairinho Monteiro', 'Sergiy Kryvtsov', 'Erick Cabaco', 'Ismaël Traoré', 'Lamine Koné', 'Sven van Beek', 'Davi Alexandre Parrela Ferreira', 'Brandon Mechele', 'Craig Cathcart', 'Dmytro Chygrynskyi', 'Eliaquim Mangala', 'Óscar Duarte', 'Germán Andrés Conti', 'Bruno Viana Willemen Da Silva', 'Danilo Manuel Vieira Espíndola', 'Mathias Jørgensen', 'Fernando Lopes dos Santos Varela', 'Viktor Vasin', 'Luís Carlos Novo Neto', 'Angelo Obinze Ogbonna', 'James Tomkins', 'Jamaal Lascelles', 'Martin Škrtel', 'Jardel Nivaldo Vieira', 'Stefan Savić', 'Giorgio Chiellini', 'André Calisir']
Node (9, 2): ['Marco Asensio Willemsen', 'Edin Višća', 'Serge Gnabry', 'Yannick Ferreira Carrasco', 'Kingsley Coman', 'Thomas Lemar', 'Hirving Rodrigo Lozano Bahena', 'Malcom Filipe Silva de Oliveira', 'Gonçalo Manuel Ganchinho Guedes', 'Giovani Lo Celso', 'Marlos Romero Bonfim', 'Taison Barcellos Freda', 'Julian Brandt', 'Nicolas Pépé', 'Ibai Gómez Pérez', 'Cristian Tello Herrera', 'Vinícius José de Oliveira Júnior', 'Johan Andrés Mojica Palacio', 'André Martín Carrillo Díaz', 'Elías Hernán Hernández Jacuinde', 'Benjamin Moukandjo Bilé', 'Romain Alessandrini', 'Alireza Jahanbakhsh', 'Alexander Szymanowski', 'João Félix Sequeira', 'Milot Rashica', "M'Baye Babacar Niang", 'Iñigo Córdoba Kerejeta', 'Martín Benítez', 'Aminu Umar', 'Jovane Eduardo Borges Cabral', 'Luis Enrique Quiñónes', 'Scott Sinclair', 'Fabián Castillo', 'Jonathan Ludovic Biabiany', '南野 拓実', 'Jean-Paul Boëtius', 'Orbelín Pineda Alvarado', 'Guilherme Costa Marques', 'Alfonso Pedraza Sag', 'Valentino Lazaro', 'Ryan Sessegnon', 'Arnaut Danjuma Groeneveld', 'Moses Daddy Simon', 'Isaác Brizuela Muñoz', 'Bouna Sarr', 'James Forrest', 'Amath Ndiaye Diedhiou', 'Carlos Darwin Quintero Villalba', 'Iván Alejo Peralta', 'Renato Steffen', 'Abdoulay Diaby', 'Patrick  van Aanholt', 'Lawrence Siphiwe Tshabalala', 'Yannis Salibur', 'Jonathan Bamba', 'Federico Di Francesco', 'José Heriberto Izquierdo Mena', 'Aleix Vidal Parreu', 'Jonathan Rodríguez Menéndez', 'François Kamano', 'Ihlas Bebou', 'Viktor Fischer', 'Jean-Kévin Augustin', 'Ismaïla Sarr', 'Adrián Ricardo Centurión', 'Garry Mendes Rodrigues', 'Eljero Elia', 'Gervais Lombe Yao Kouassi', 'Max-Alain Gradel', 'Kevin Mirallas', 'Denis Cheryshev', 'Leandro Trossard', 'Bertrand Traoré', 'Domenico Berardi', 'Rubén Peña Jiménez', 'Pione Sisto Ifolo Emirmija', 'Maximiliano Eduardo Meza', 'Alexandr Golovin', 'Mahmoud Hassan', 'David Neres Campos', 'Theo  Walcott', 'Eder Citadin Martins', 'Sofiane Feghouli', 'Alex Teixeira dos Santos', 'Steven Berghuis', 'Joaquín Correa', 'Allan Saint-Maximin', 'Gonzalo Nicolás Martínez', 'Raphael Dias Belloli', 'Federico Chiesa', 'Kévin Gameiro', 'Frederico R. de Paula Santos', 'Carlos Alberto Vela Garrido', 'Eduardo Antonio Salvio', 'Ángel Correa', 'José Luis Morales Nogales', 'Leon Bailey Butler', 'Kai Havertz', 'Wissam Ben Yedder', 'Karim Bellarabi', 'Piotr Zieliński', 'Sergio Canales Madrazo', 'Rodrigo Moreno Machado', 'Lucas Rodrigues M. Silva', 'Gabriel Fernando de Jesus', 'Willian Borges da Silva', 'Iago Aspas Juncal', 'Juan Cuadrado', 'Ángel Fabián Di María Hernández']
Node (5, 9): ['Andrés Iniesta Luján', 'Raphaël Guerreiro', 'Joaquín Sánchez Rodríguez', 'Raffael Caetano de Araújo', 'Adnan Januzaj', 'Óliver Torres Muñoz', 'Otávio Edmilson da Silva Monteiro', 'Adem Ljajić', 'Emre Belözoğlu', 'Hatem Ben Arfa', 'José Manuel Jurado Marín', 'Esteban Félix Granero Molina', 'Adrien Sebastian Perruchet Silva', 'Lasse Schøne', 'Gabriel Boschilia', 'Leighton Baines', 'Francisco Geraldes', 'Maximiliano Nicol Moralez', 'Alessandro Diamanti', 'Arda Turan', 'Carlos Andrés Villanueva Roland', 'José Márcio da Costa', 'Allan Norberto Bardini Paneira', 'Diego Castro Giménez', 'Luca Cigarini', 'Philip Foden', 'Paulo Henrique Soares dos Santos', 'Caio Bruno Milaçar Kenedy', 'Claudio Beauvue', 'Renan Bardini Bressan', 'Amato Ciciretti', 'Mehmet Ekici', 'Tiago Rafael Maia Silva', 'Ivo Iličević', '中村 宪剛', 'Daniel Bessa', 'Lovro Majer', 'Miguel Alfonso Herrero Javaloyas', 'Jehad Fadel Al Hussain', 'Pablo César Barrientos', 'João António Antunes Carvalho', 'Leonardo Nicolás Pisculichi', 'Barry Bannan', 'Wes Hoolahan', 'Mickaël Cuisance', 'Jason Puncheon', 'Calvin Stengs', 'Carlos Alberto Alves Garcia', 'James  Morrison', 'Óscar Rodríguez Arnaiz', 'Gaëtan Robail', 'Alejandro Alfaro Ligero', 'Javier Lara Grande', 'Raphael William Paneira Rochedo', 'Rúben Micael  Freitas da Ressurreição', 'Stalin Motta', 'Tranquillo Barnetta', 'Javier Ontiveros Parra', 'Ronald Alejandro Vargas Aranguren', '森岡 弘良太', 'Jairo Ralph Resende dos Santos', 'Luis Antonio Jiménez Garcés', 'Jérémy Ménez', 'Manuel García Alonso', 'Aleix García Serrano', 'Walter Damián Montillo', 'Alexander Baumjohann', 'Juan Pablo Añor Acosta', 'Jaime Andrés Valdés Zapata', 'Miguel Luís Pinto Veloso', 'Adam Maher', 'Sonny Kittel', 'Cristian Benavente', 'Marc Stendera', 'Sebastião Erick Couteira Baía', 'José Ángel Pozo la Rosa', 'Keagan Dolly', 'Erik Thommy', 'Bojan Krkić Pérez', 'Fábio Kel Melo Feijó', 'Alex  Pritchard', 'Goran Pandev', 'Jimmy Durmaz', 'Iuri José  Picanço Medeiros', 'Álvaro Medrán Just', 'Carles Gil Pareja', 'Rubén Pardo Gutiérrez', '권창훈 权昶勋', 'Matías Ariel Fernández Fernández', 'Martin Ødegaard', 'Selçuk İnan', 'Laureano Antonio Villa Suárez', 'Matías Ezequiel Suárez', 'Óscar Melendo Jiménez', 'Constantin Budescu', 'Francisco Portillo Soler', 'Lior Refaelov', 'Alan Patrick Lourenço', 'Adrián López Álvarez', 'Nabil El Zhar', 'Ravel Morrison', 'Ludovic Blas', 'Dimitrios Pelkas', 'Valentin Eysseric', 'Flavien Tait', 'Luis Miguel Rodríguez', 'Petros Mantalos', 'Fin Bartels', 'Maxime Lopez', 'Alen Halilović', 'Bořek Dočkal', 'Emre Çolak', 'Federico Fernando Higuaín', 'Fabián Orellana', 'Enis Bardhi', 'Will Hughes', 'Emanuele Giaccherini', 'James Maddison', 'Robin van Persie', 'Sérgio Miguel Relvas de Oliveira', 'Fayçal Fajr', 'Max  Meyer', 'Àlex Granell Nogué', 'Samir Nasri', 'Ryad Boudebouz', 'Markel Susaeta Laskurain', 'Jack Wilshere', 'Gastón Exequiel Ramírez Pereyra', 'Alejandro Pozuelo Melero', 'Valentin Rongier', 'Pedro León Sánchez Gil', '香川 真司', 'Hakan Çalhanoğlu', 'Juan Fernando Quintero', 'Santiago Cazorla González', 'Iker Muniain Goñi', 'Javier Matías Pastore', 'Laureano Thomas Santeiro Marre', 'Francesc Fàbregas i Soler', 'Juan Manuel Mata García', 'Franck Bilal Ribéry', 'Jonas Gonçalves Oliveira', 'Mesut Özil', 'Marco Verratti']
Node (8, 2): ['Luiz Frello Filho Jorge', 'Mateo Kovačić', 'Frenkie de Jong', 'Arthur Henrique Ramos Oliveira Melo', 'Borja Valero Iglesias', 'Ashley Young', 'Alex Iwobi', 'Youri Tielemans', 'Stanislav Lobotka', 'Riccardo Saponara', 'James  Ward-Prowse', 'Adriano Correia Claro', 'Andreas Hugo Hoelgebaum Pereira', 'Jonathan  de Guzmán', 'Blerim Džemaili', 'André Filipe Brás André', 'Gonzalo Castro Randon', 'Fabio Borini', 'Kevin Stöger', 'Yusuf Yazıcı', 'Olívio da Rosa', 'Angelo Fulgini', 'Juan Manuel Sánchez Miño', 'Miloš Jojić', 'Gerson Santos da Silva', 'Lewis Harry Holtby', 'Deniz Türüç', 'Pierrick Capelle', 'Yassin Ayoub', 'José Emerson Mirazar Coelho', 'Tolgay Ali Arslan', 'Dennis Praet', 'Naïm Sliti', 'Marco Jhonfai Fabián De La Mora', '구자철 具滋哲', 'Exequiel Palacios', '기성용 寄诚庸', 'Lukas Rupp', 'Răzvan Marin', 'José Ernesto Sosa', '柴崎 岳', 'Rodrigo Javier De Paul', 'Jonathan dos Santos Ramírez', 'Vincenzo Grifo', 'Andrea Poli', 'Benjamin Bourigeaud', 'Andrea Bertolacci', 'Jorge Luís Valdivia Toro', 'Oscar Wendt', 'Remo Freuler', 'Marcus Wendel Valle da Silva', 'Darijo Srna', '本田 圭佑', 'Lucas Castro', 'Maximilian Arnold', 'Mario Lemina', 'Nicolò Barella', 'Joan Jordán Moreno', 'Nadiem Amiri', 'Rodrigo Bentancur Colmán', 'Steven Defour', 'Séamus Coleman', 'Adam David Lallana', 'Fabian Delph', 'Kwadwo Asamoah', 'Sebastian Rudy', 'Jordan Veretout', 'Daniele Baselli', 'Lorenzo Pellegrini', 'Diego Hernán Váleri', 'Manuel Trigueros Muñoz', 'Leandro Paredes', 'Jean Michaël Seri', 'Mahmoud Dahoud', 'Charles Mariano Aránguiz Sandoval', 'João Mário Naval Costa Eduardo', 'Marcelo Brozović', 'Daniel Ceballos Fernández', 'Rúben Diogo da Silva Neves', 'Pablo Fornals Malla', 'Lucas Rodrigo Biglia', 'João Filipe Iria Santos Moutinho', 'José Andrés Guardado Hernández', 'Rafael Alcântara do Nascimento', 'Kerem Demirbay', 'Éver Maximiliano David Banega', 'Asier Illarramendi Andonegi', 'Miralem Pjanić']
Node (2, 9): ['Anderson Souza Conceição', 'Fabián Ruiz Peña', 'Max Kruse', 'Manuel Henrique Tavares Fernandes', 'Borja García Freire', 'Wahbi Khazri', 'Fernando José Torres Sanz', 'Salomon Armand Magloire Kalou', 'Ezequiel Iván Lavezzi', 'Maximilian Philipp', 'Layvin Kurzawa', 'Lucas Pérez Martínez', 'Wilson Bruno Naval Costa Eduardo', 'André Schürrle', 'Robert Snodgrass', 'Brais Méndez Portela', 'Cyril Théréau', 'Adrián  González Morales', 'Raphaël Nuzzolo', 'Aleksandar Katai', 'Hillel El Arbi Soudani', 'Maximiliano Rubén Rodríguez', 'Roberto Soldado Rillo', 'Ivelin Popov', 'Patrik Schick', 'Bibras Natcho', 'Admir Mehmedi', 'Hernán Arsenio Pérez González', 'Mauro Matías Zárate', 'Roberto Soriano', 'Jonatan Soriano Casas', 'Manolo Gabbiadini', 'Clément Grenier', 'Sergio García de la Fuente', 'Konstantinos Fortounis', 'Stevan Jovetić', 'Manuel Agudo Durán', 'Mark Uth', 'Benjamin Verbič', 'Alexandre Rodrigues da Silva', 'Daniel Didavi', 'Andriy Yarmolenko', 'Eran Zahavi', 'Santiago Mina Lorenzo', 'David Villa Sánchez', 'Kevin-Prince Boateng', 'Josip Iličić', 'Álvaro Borja Morata Martín', 'Franco Vázquez', 'Dimitri  Payet', 'Andrej Kramarić', 'Arjen Robben', 'İlkay Gündoğan']
Node (2, 2): ['Pau López Sabata', 'André Onana', 'Ben Foster', 'Tom Heaton', 'Fabricio Martín Agosto Ramírez', 'Volkan Babacan', 'Łukasz Skorupski', 'Michel Vorm', 'Nicolás Gastón Navarro', 'Leonardo Fabián Burián Castro', 'Juan Carlos Martín Corral', 'Darren Randolph', 'Diego Rodríguez', '川島 永嗣', 'Cristian David Lucchetti', 'Raúl Lizoáin Cruz', 'Bartłomiej Drągowski', 'Daniel Bentley', 'Jordan  Archer', 'Jose Miguel Silbeira', 'Joel Castro Pereira', 'Diederik Boer', 'Diego Sánchez Carvajal', 'Mauro Vigorito', 'Lucas Adrián Hoyos', 'Juan Carlos Sánchez Martínez', 'Zdeněk Zlámal', 'Rafael Simão de Aseiro Vieira', 'José Juan Figueiras García', 'Nick Marsman', 'Daniel Bachmann', 'Radosław Cierzniak', '류원우 刘源佑', 'Daniel Castillo', 'Hamilton Piedra', 'Wilmar Santiago Londoño Ruiz', 'James McKeown', 'Ryan Allsop', 'Juan David Valencia Arboleda', 'Leonel Moreira Ledezma', 'Andrés Felipe Mosquera Marmolejo', 'Lee  Burge', 'Pier Graziano Gori', 'Mert Kuleli', 'Abdullah Al Jadani', 'Dillon Barnes', '祎凡', 'Paul Farman', 'Faruk Çakır', '杨启鹏', 'Mateusz Kuchta', 'Helge Sandvik', 'Jordy Rondeel', 'Pablo Cacharrón Blanco', 'Tadhg Ryan', 'Lewis Ward', 'Alexander Pedersen', 'Jack Brady', 'Myles Boney', 'Mark Hurst', 'Darryl Walsh', 'Alex Rafferty', 'Andrew Mills', 'Nicolas Jenssen', 'Jianfei Zhao', 'Julian Dunn-Johnson', 'Niall Corbet', '刘宇', 'Sebastián Arango', 'Herman Børreson Fossdal', 'Nikola Tzanev', 'Daniel Grimshaw', 'Tommy Holland', 'Killian Brouder', 'Jojo Wollacott', 'Nathan Gartside', 'Brian Maher', 'Cristian Arco Cabello', 'Harry Campbell', 'Yannic Lenze', 'Stuart Moore', 'Kendall Isaiah McIntosh', '陈安琪', 'Alex Bass', 'Mohammed Al Rubaie', 'Dimitar Mitov', 'Antonio Ignacio Torres Carrillo', 'James Montgomery', 'Morten Sætra', 'Max Crocombe', 'Sam Russell', 'Yored Hillel Konaté', 'Barry Murphy', 'Jakub Wrąbel', 'Timon Weiner', 'Luke Southwood', 'Jesús Iván  Rodríguez Trujillo', 'Jonny Maxted', '隋维杰', 'Sergio García Vázquez', 'Umberto Saracco', 'Joe Fryer', 'José Antonio Salcedo Sánchez', 'Rory Watson', 'Aston Oxborough', "Max O'Leary", 'Sixten Mohlin', 'Brendan Clarke', 'Joe Murphy', 'Stefan Cleveland', 'Boy de Jong', '杜佳', 'Stefan van der Lei', 'Alessandro Berardi', '侯森', 'Gary Woods', 'Dominik Reimann', 'Luís García', 'Yves De Winter', 'Joel Coleman', 'Yehvann Diouf', '유현 刘贤', 'Miguel Van Damme', 'Richard Sánchez', '吴龑', 'Matko Perdijić', 'Carlos Adilson Travisso Rocha', 'Alejandro Domínguez Romero', 'David Oberhauser', 'Christy Pym', 'Arled Cadavid Valencia', 'Ezequiel Mastrolía', 'Luis Rodrigo Santelices Tello', 'Vedran Janjetović', 'Jack Hamilton', 'Papa Demba Oumar Camara', 'Brian Rowe', 'Jefersson Justino Martínez Valverde', 'Fabrizio Alastra', 'Fernando Martínez Rubio', 'Connal Trueman', 'Tom Mickel', 'Liam Roberts', 'Jon Kempin', 'Josh Vickers', 'Yan Marillat', 'Luke Daniels', 'Jayson Leutwiler', 'Sérgio Andrés Avellaneda Morales', 'Joe Lumley', 'Craig MacGillivray', 'Sebastián Andrés Perez Kirby', 'William Eskelinen', 'Roberto Ramírez', 'Ivan Lanni', 'Dillon Phillips', 'Lee Nicholls', 'José Francisco Canales García', 'Nigel Bertrams', 'Mohamed El-Shenawy', 'Pablo Eduardo Sisniega Fink', 'Eugene Galeković', 'Ryan Meara', 'Krzysztof Kamiński', 'Carlos Andrés Bejarano Palacios', 'Facundo Altamirano', 'Alessandro Iacobucci', 'Ronwen Williams', 'Simon Moore', 'Jonathan Ligali', 'Fawaz Al Qarni', 'Raffaele Di Gennaro', 'Jak Alnwick', 'Christian Vargas Cortés', 'Marvin  Schwäbe', 'Lucas Cháves', 'Bailey Peacock-Farrell', 'David Button', 'Mile Svilar', 'Damien Perquis', 'Antonio Santurro', 'Jessy Moulin', 'Quentin Beunardeau', 'Jason Steele', 'Patrick Pentz', 'Cristian Fernando Muñoz Hoffman', 'Jean Butez', 'Sébastien Bruzzese', 'Luke Steele', 'Plamen Iliev', 'Matúš Putnocký', 'Jeppe Højbjerg', 'Enrico Alfonso', 'José Aurelio Carvallo Alonso', 'Casto Espinosa Barriga', '王大雷', 'Dario Esteban Melo Pulgar', 'Adrián Ortolá Vañó', 'Jeff Attinella', 'Marius Gersbeck', '権田 修一', 'Piet Velthuizen', 'Lawrence  Thomas', 'Colin Coosemans', 'Rúnar Alex Rúnarsson', 'Gautier Larsonneur', 'Glyn Oliver Myhill', 'Rubén Iván Martínez Andrade', 'Gianluca Pegolo', 'Martin Männel', 'Nick Rimando', 'Ramazan Köse', 'Erwin Zelazny', 'Daniel Jiménez López', 'Mouez Hassen', 'Kenny Steppe', 'Leonardo Cesar Jardim', 'Antonio Sivera Salvá', 'Sammy Bossut', 'Pedro Gallese', 'Eldin Jakupović', 'Benjamin van Leer', 'Alberto García Cabrera', 'Iván Mauricio Arboleda', 'Pierre Tomás Torres De Faria', 'Wuilker Faríñez', 'Dean Henderson', 'Karl Darlow', 'Ezequiel Unsain', 'Aitor Fernández', 'Albano Benjamín Bizzarri', 'Federico Marchetti', 'Mariano Damián Barbosa', 'Alfred Benjamin Gomis', 'Rubén Blanco Veiga', 'Silvio Proto', 'José Fernando Cuadrado Romero', 'Esteban Andrada', 'Sergio Álvarez Conde', 'Francisco Guillermo Ochoa Magaña', 'Jordi Masip López', 'Agustín Marchesín', 'Ron-Robert Zieler', 'Loris Karius', 'Sergio Rico González', 'Martin Dúbravka', 'Vicente Guaita Panadero', 'Jeroen Zoet', 'Jasper Cillessen', 'Kasper Schmeichel', 'Norberto Murara Neto', 'Mattia Perin', 'Hugo Lloris']
Node (6, 4): ['Lucas Torreira Di Pascua', 'Rosberto J. Dourado Santos', 'Kieran Trippier', 'Welington Kauê Dano Nascimento', 'Álvaro Odriozola Arzalluz', 'Jonathan Castro Otto', 'Nathaniel Edwin Clyne', 'Sergio Escudero Palomo', 'Marcelo Augusto Ferreira Teixeira', 'Léo Dubois', 'Aarón Martín Caricol', 'Cédric Ricardo Alves Soares', 'Emerson Palmieri dos Santos', 'Rômulo  Souza Orestes Caldeira', 'Davide Santon', 'Gökhan Gönül', 'Uílson de Souza Paula Júnior', 'Adam Smith', 'Francisco Femenía Far', 'Kieran  Gibbs', 'Alberto Moreno Pérez', 'Jordan Amavi', 'Emmanuel Badu', 'Rick Karsdorp', 'Georgiy Schennikov', 'Thomas Foket', 'Joshua Brenet', 'Mauricio Aníbal Isla Isla', 'Hans Hateboer', 'Jefferson Moreira Nascimento', 'Ogenyi Eddy Onazi', 'Sergio Reguilón Rodríguez', 'Eugenio Mena', 'Matthias Ostrzolek', 'Yuri Oliveira Ribeiro', 'Pedro Miguel Braga Rebocho', 'José Ignacio Martínez García', 'Şener Özbayraklı', 'Jesus Fabrício Andrade Simões', 'Tim Leibold', 'Vyacheslav Karavaev', 'Ezequiel Schelotto', 'Paulo Sérgio Mota', '汉超于', 'Martin Linnes', 'Nicolás Pasquini', 'Jean-Daniel Akpa Akpro', 'Jorge Moreira', 'Cristian Leonel Ramírez Zambrano', 'Yasser Al Shahrani', 'Alexis Soto', 'Erick Germain Aguirre Tafolla', 'Fernando Navarro Morán', 'Emmanuel García', 'Lorenzo Pasciuti', 'Maximilian Wittek', 'Francesco Zampano', 'Nathan Byrne', 'Bruno Martella', 'Felipe Castaldo Curcio', "Fabrice N'Sakala", 'Moritz Kuhn', 'Salvatore Molina', 'Ulises Rivas Gilio', 'Luca Bittante', 'Andrea Beghetto', 'Auro Alvaro da Cruz Junior', 'Vegar Eggen Hedenstad', 'Cristian Galano', 'Radosław Murawski', 'Flávio Raphael Rebeilo Mestres', 'Ariel Matías García', 'Braian Cufré', 'Orji Okwonkwo', 'Gerard Valentín Sancho', 'Declan John', 'Kamil Ahmet Çörekçi', 'David Simón Rodríguez Santana', 'Phillipp Mwene', 'Raúl López', 'Antonio Jesús Regal Angulo', 'Alejandro Martínez Sánchez', 'Jean Zimmer', 'Luigi Vitale', 'Konstantinos Tsimikas', 'Ayrton Lucas Dantas de Medeiros', 'Mattias Johansson', 'Cristian Alexis Borja González', 'Fahad Mosaed Al Muwallad Al Harbi', 'Harrison Afful', 'Luciano Abecasis', 'Ben Osborn', 'Timothy Castagne', 'Michalis Bakakis', 'Bryan Paul Carrasco Santos', 'Ailton Ferreira Silva', 'Clinton Mukoni Mata Pedro Lourenço', 'İsmail Köybaşı', 'Leonel Miranda', 'Marc Rzatkowski', 'Peter Ankersen', 'Joevin Jones', 'Maxime Poundjé', 'Marc Cucurella Saseta', 'Bruno Miguel Boialvo Gaspar', 'Alexander Büttner', 'Hany Mukhtar', 'Gustavo Toledo', 'Jorge Marco de Oliveira Moraes', 'José Diogo Dalot Teixeira', 'Iván Balliu Campeny', 'Federico Mattiello', 'Luis Alfonso Rodríguez Alanís', 'Ryan Fredericks', 'Rodrigo Galo Brito', 'Javier Manquillo Gaitán', 'Barry Douglas', 'Wanderson  Souza Carneiro', 'José Pedro Fuenzalida', 'Ridgeciano Haps', 'Marco Aurelio Etxeberría', 'Florent Hadergjonaj', 'Ambroise Oyongo Bitolo', 'Hamari Traoré', '酒井 髙徳', 'Niklas Hult', 'William de Asevedo Furtado', 'Pol Mikel Lirola Kosok', 'Jailson Michel Caeiro Meireles', 'Jonathan Silva', 'Manuel Pasqual', 'Roberto Jesus Machado Beto Alves', 'Erick Sebastião Laforte Medeiros', 'José Carlos Gonçalves Rodrigues', 'Nuno Miguel Sousa Pinto', 'Tiago Miguel Baía Pinto', 'Martín Aguirregabiria', 'Youcef Attal', 'Ghislain Konan', 'Noussair Mazraoui', 'Omar Elabdellaoui', 'Andrea Conti', 'Rasmus Falk Jensen', 'Leonel Vangioni', 'Silas Enaldo Barros de Almeida', 'Florent  Hanin', 'Arthur Masuaku', 'DeAndre Yedlin', 'Victor Martin Maia Padilha', 'Benjamin Henrichs', 'Theodor Gebre Selassie', 'Perparim Hetemaj', 'Andeson Jaime Trigo Gonçalves', 'Francesc Aday Benítez Caraballo', 'Riza Durmisi', 'Fabricio Bustos', 'Youssouf Sabaly', 'Daniel Brosinski', 'Konrad Laimer', 'André Luís Gomes Simões', 'Alessandro Baia Marques', 'Lucas Pedro Alves de Lima', 'Dalbert Henrique Chagas Estevão', 'Ádám Nagy', 'Cristian Daniel Ansaldi', 'José Ángel Esmoris Tasende', 'Gaël Clichy', 'Philipp Max', 'Matt Doherty', 'Ludwig Augustinsson', 'José Ángel Valdés Díaz', 'Wendell Nascimento Borges', 'Douglas Justino de Melo', 'Leonardo Spinazzola', 'Fernando Marçal de Oliveira', 'Marc Albrighton', 'Dušan Basta', 'Martín Montoya Torralbo', 'Ryan Bertrand', 'Jose Holebas', 'Jaume Vicent Costa Jordá', 'Adrien Trebel', 'Diego Laxalt', 'Ruben Aguilar', 'Davide Calabria', 'Ben Chilwell', 'Mariano Ferreira Filho', 'Igor Smolnikov', 'Rafael Pereira da Silva', 'Santiago Arias Naranjo', 'Mário Rui Silva Duarte', 'Davide Zappacosta', 'Maikel Renan Catarino Fagundes', 'Trent Alexander-Arnold', 'Vitorino Gabriel  Pacheco Antunes', 'Héctor Bellerín Moruno', 'Ben Davies', 'Elseid Hysaj', 'Nicolás Alejandro Tagliafico', 'Danny Rose', 'Lucas Digne', 'Faouzi Ghoulam', 'Nélson Cabral Semedo', 'Alejandro Grimaldo García', 'Andrew Robertson']
Node (4, 4): ['Raphael William Anjos Rochedo', 'Stefano Sorrentino', 'Iago Herrerín Buisán', 'Jonas Lössl', 'Lovre Kalinić', 'Ludovic Butelle', 'Artur Boruc', 'Rafał Gikiewicz', 'Artem Rebrov', 'Keiren Westwood', 'David Jensen', 'Gianluca Curci', 'Karlo Letica', 'Kevin Müller', 'Wiliam Carlos Santoso Sampaio', 'Giorgi Makaridze', 'Fabian Giefer', 'Marius Müller', 'Carlos Lampe', 'Antonio Rosati', 'Ortwin De Wolf', 'Alexei Coșelev', 'Ailton Nuno Cardenhas Macedo', 'Michael Agazzi', 'Jasmin Fejzić', 'Milan Lukač', 'Rodrigo Naranjo', 'Joe Bendik', 'Ben Alnwick', 'Filippo Perucchini', 'Zlatan Alomerović', 'Antonio Donnarumma', '노동건 卢东件', 'Michael Langer', 'Makis Giannikoglou', 'Arild Østbø', 'Ofir Marciano', 'Patrick Wiegers', 'Robert Olejnik', 'Manuel Kuttin', 'Paul Charruau', 'Martin Chudý', 'Jesper Rask', 'Dennis Telgenkamp', 'Brad Stuver', 'Philipp Köhn', 'Mario Daniel Vega', 'Juan Manuel Pérez Ruiz', 'Alexander Meyer', 'Brian Vandenbussche', 'Hendrik Bonmann', 'Lukas Jonsson', 'Sébastien Cibois', 'Florian Stritzel', '황병근 黄秉根', 'Ivan Lučić', 'Maxime Cassara', 'Tommi Vaiho', 'Gorka Giralt Amotxategi', 'Ben Lundgaard', '杨君', 'Eisuke Fujishima', 'Göktuğ Bakırbaş', 'Dušan Melichárek', 'Michael Gurski', 'Dennis Smarsch', 'Romain Cagnon', 'Jan Albrecht', 'Yannik Bangsow', 'Jarno De Smet', 'Carlos Mosquera', 'Leon Brüggemeier', '沖 悠哉', '大迫 圭介', 'Gianluca Zanette', '阿波加 俊太', 'Matthis Harsman', 'Min-Ho Kim', '陈钊', 'Emil Harloff', 'Wilfried Bedfian', 'Genta Ito', 'Adrian Czaplak', '真田 幸太', 'Laurenz Beckemeyer', 'Juan Esteban Moreno Córdoba', 'Filip Majchrowicz', 'Jason Beaulieu', '李磊', '前川 黛也', 'Yahia Fofana', 'Cristian López', 'Marian Prinz', '涉谷 飞翔', 'Seung Kyu Lee', 'Lukas Wackerle', 'Habib Al Watyan', 'Marcin Bulka', 'Karol Szymański', 'Justin Vom Steeg', 'Vedat Karakuş', 'Robin Mantel', 'Jannick Theissen', 'Laurence Bilboe', 'Oliver Ottesen', 'Lévi Ntumba', 'Seny Dieng', 'Alexander Sebald', 'David Cornell', 'Julian Krahl', 'Mitchell Beeney', 'Arda Akbulut', 'Robin Benz', 'Eric Dick', 'Lloyd Saxton', 'Tim Wiesner', 'Matthias Hamrol', 'Davor Blažević', 'Jonathan Rasheed', 'Raif Husić', 'Konrad Forenc', 'Florian Faist', 'Sonny Patrick Laiton', 'Ellery Balcombe', 'Shuhei Matsubara', 'Christian Joel Sánchez Leal', 'Andrew Putna', 'Evan Louro', 'Philipp Kühn', '廣永 遼太郎', 'Alessandro Bacci', 'Vasilios Xenopoulos', 'Hidajet Hankić', 'Nikola Mirkovic', 'Budimir Janošević', 'Lukáš Hroššo', 'Yosgart Ernesto Gutiérrez Serna', 'Marius Funk', '安藤 骏介', '波多野 豪', 'Dirk Orlishausen', 'Wolfgang Hesl', 'Lucas Estella Perri', 'Johan Wallens Otálvaro', 'Marko Marić', 'Ohoulo  Framelin', 'Andreas Vaikla', 'Scott Flinders', 'Lukas Watkowiak', 'Felix Dornebusch', 'Lawrence Ati Zigi', 'Moritz Nicolas', 'Daniel Sappa', 'Conrad Logan', 'Carlos Miguel Coronel', 'Guilherme Mata Oliveira', 'Joaquín Aylagas', 'Utku Yuvakuran', 'Andreas Andersson', 'Sven  Müller', '김다솔 Da Sol Kim', 'Erten Ersu', 'Pavol Bajza', 'Adam Jakubech', 'Adam Legzdins', 'Kevin Debaty', 'João Vitor Lopes da Silva', 'Tom Müller', 'Eirik Holmen Johansen', 'Philipp Heerwagen', 'Jakub Szmatuła', '조수혁 赵寿赫', 'Steve Kroll', 'Alexandre Olliero', 'Eric Oelschlägel', 'Danijel Petković', 'Patrick Drewes', 'Guillermo Allison Revuelta', 'Maximilian Schulze Niehues', 'Oliver  Schnitzler', 'Jonas Deumeland', 'Even Barli', 'Hervé Koffi', 'Yohann Thuram-Ulien', 'Patrik Ulf Anders Carlgren', 'Gastón Gómez', 'Rok Vodišek', 'Daniel Haas', '王卓', '杨程', 'Erik Domaschke', 'Matej Delač', 'Martin Kuciak', 'Christoph Riegler', 'Miguel Aires Fernandes Olivera', 'Louis Bostyn', 'Marc Vidal', 'Sylvain Gbohouo', 'Edgar Melitón Hernández Cabrera', 'André Filipe M. Ribeiro Ferreira', 'Filipe Vicente Traeira Lopes', 'Cristiano Pereira Figueiredo', 'Lucas Pirard', 'Georgiy Bushchan', 'Joris Delle', 'Daniel Bernhardt', 'Mathieu Gorgelin', 'Tolgahan Acar', 'Mikkel Andersen', 'Márcio Anderson Vasquez Hoffman', 'Aleksandar Jovanović', 'Panagiotis Tsintotas', 'Maxime Dupé', 'Thorsten Kirschbaum', 'Peter Abrahamsson', 'Marc-Aurèle Caillard', 'Agustín Ignacio Orión', 'Miguel Kaíque Acuna Mutto', 'Artur Rudko', 'Alexandre Letellier', 'Fabian Bredlow', 'Michael Simões Domingues', 'Gregor Kobel', 'Jorge Carlos Carranza', '林 卓人', 'Davino Verhulst', 'Nereo Champagne', 'Johan Dahlin', 'Oleksiy Shevchenko', 'António Filipe Norinho de Carvalho', 'Nicola Leali', 'Nereo Ariel Fernández', 'David González', 'Eduardo Flávio Fonseira Meire', 'Rui Tiago Dantas da Silva', 'Cecilio Nauzet Pérez González', 'André Mikael Milazar Santoso', 'Oscar Jiménez', 'Abdoulaye Diallo', '東口 順昭', 'Johan Wiland', 'Florin Constantin Niţă', 'Tolga Zengin', 'Bingourou Kamara', 'Raphael Wolf', 'Dušan Kuciak', 'Germán Darío Lux', 'Aleš Hruška', 'Scott  Carson', 'Máximo Orlando Banguera Valdiviezo', 'Bill Hamid', 'Alexander Walke', 'Ricardo Jorge Novo Nunes', 'Victorino M. Magela Sá', 'Vasilios Barkas', 'Richard Strebinger', 'Dominik Livaković', 'Kaíque Osvaldo Castro Rodrigues', 'Sinan Bolat', 'Edouard Mendy', 'Gorka Iraizoz Moreno', 'Philipp Tschauner', 'Yuriy Lodygin', 'Yvon Mvogo', 'Fred Marcos Aníbal Dias', 'Lars Unnerstall', 'Tomáš Koubek', 'Alexandros  Paschalakis', 'Johannes Hopf', 'Marcos Guillermo Díaz', 'David Soria Solís', 'Tomáš Vaclík', 'Jiří Pavlenka']
Node (8, 7): ['Juan Everton Mestres de Mesquita', 'Josuha Guilavogui', 'Aleksandar Mitrović', 'Waldemar Anton', 'Osvaldo Alonso Moreno', 'Walace Souza Silva', 'Marlon da Silva Barbosa', 'Mbaye Diagne', 'Kalvin Phillips', 'Didier  Ndong Ibrahim', 'Derrick Luckassen', 'Michael Frey', 'Mitchell Glenn Donald', 'Vedat Muriqi', 'Fernando Márquez', 'Sam Morsy', 'David Kinsombi', 'Aurélien Tchouaméni', 'Alberto Jiménez Benítez', 'Eddy Silvestre Pascual Israfilov', '박용우 朴镕宇', 'Davide Petrucci', 'Bismark Adjei-Boateng', 'Sidy Sarr', 'Ayo Simon Okosun', 'Matt Crooks', 'Caleb Ekuban', "Maodo Malick M'Baye", 'Joni Kauko', 'Pelly Ruddock Mpanzu', 'Larry Angulo', 'Edo Kayembe', 'Franck Mbia Etoundi', 'El-Hadji Ba', 'Ibrahim Traoré', 'Michele Troiano', 'Joaquín Fernández Moreno', 'Björn Rother', 'Ahmed Akaïchi', 'Tom Adeyemi', 'Kevin Felipe Medel Soto', 'Jakub Piotrowski', 'Pieros Sotiriou', 'Zeki Yıldırım', '蔡慧康', 'Borys Tashchy', 'Fausto Antonio Tienza Núñez', 'Rafael Jiménez Jarque', 'Manuel Barreiro Bustelo', 'Ibrahima Sissoko', 'Moussa Kone', 'Carlos Ascues', 'Olivier Kemen', '杉本 健勇', 'Andreas Voglsammer', 'Paul Ebere Onuachu', 'Prince Oniangué', 'Ronaldo Vieira Nan', 'Jordan Hugill', 'Isaac Kiese Thelin', 'Michael Olunga', 'Russell Canouse', 'Felipe Nicolás Avenatti', 'Isaac Hayden', 'Alexandre Mendy', 'Frédéric Mendy', 'Jakob Johansson', 'Ailton Jonas Valpaços Salazar', 'Kristoffer Vassbakk Ajer', 'Gustavo Ezequiel Blanco Leschuk', 'Damien Vincent Denis Le Tallec', 'Marvin Bakalorz', 'Pape Maly Diamanka', 'Ivan Santini', 'Pablo Paulino Rosario', 'Muhamed Bešić', 'Anselmo de Moraes', 'Lucas Torró Marset', 'Dieumerci Mbokani Bezua', 'Edson André Sitoe', 'Christophe Kerbrat', 'Arijan Ademi', 'Alfa Semedo Esteves', 'Mehmet Topal', 'Cheikhou Kouyaté', 'Dominik Kohr', 'Marek Suchý', 'Francisco Javier  García Fernández', 'Niklas Stark', 'Wout Weghorst', 'Yeray Álvarez López', 'Benjamin Stambouli', 'Íñigo Martínez Berridi', 'Simon Thorup Kjær', 'Harry Maguire', 'Matthijs de Ligt', 'João Miranda de Souza Filho', 'Leonardo Bonucci']
Node (4, 5): ['Péter Gulácsi', 'Igor Akinfeev', 'Benoît Costil', 'Alexandr Selikhov', 'Marco Sportiello', 'Alexander Schwolow', 'Orestis Karnezis', 'Joe Hart', 'Iván Cuéllar Sacristán', 'Luigi Sepe', 'José Carlos Coentrão Marafona', 'Rodrigo Rey', 'Michael Rensing', 'Eloy Room', 'Sten Michael Grytebust', 'Soslan Dzhanaev', 'Hendrik Van Crombrugge', 'Sokratis Dioudis', 'Geovanni Banguera', '권순태 权纯泰', 'Daniel Martins Guimarães', 'Mauro Daniel Goicoechea Furia', 'Andrés Leandro Castellanos Serrano', 'Stefan Ortega Moreno', '西川 周作', 'Adriano Facchini', 'Vincenzo Fiorillo', 'Florian Müller', 'David von Ballmoos', 'Mohammed Khalil Al Owais', 'Jörg Siebenhandl', 'Óscar Pérez Rojas', 'Marco Silvestri', 'Samir Ujkani', 'Martin Victor Álvares Fachini', 'Ricardo Abel Barbosa Ferreira', 'Alfredo Saldívar Medina', 'Trevor Carson', 'Ruud Boffin', 'Christopher Maxwell', 'Brilliant Khuzwayo', 'Marek Rodák', 'Jhonatan Luiz da Siqueira', 'Ondřej Kolář', 'Mark Bunn', 'Frank Fielding', 'Badra Ali Sangaré', 'Jannik Huth', 'Lefteris Choutesiotis', 'Maksym Koval', 'Fernando Pellegrino', 'Anton Mitryushkin', 'Bruno Brígido de Oliveira', 'Robert Zwinkels', 'Andrea Fulignati', 'Jan Koprivec', 'Diego Alejandro Novoa Urrego', 'Stefano Minelli', 'Yasser Abdullah Al Mosailem', 'Niklas Lomb', 'Ben  Amos', 'Matthieu Dreyer', 'Daniel Mesenhöler', 'Vitus Eicher', 'Sebastian Mielitz', 'Konstantinos Kotsaris', 'Kelle Roos', 'Basilio Sancho Agudo', 'Philipp Mickel Klewin', '秋元 陽太', 'Quentin Westberg', 'Daniel Martín Fernández', 'Lee Camp', 'Miguel Ángel Solís Lerma', '함석민 咸胜明', 'Baptiste Valette', 'Martin Kobras', 'Tomáš Černý', 'Sebastián Moyano', 'Lukas Königshofer', 'Niccolò Manfredini', '김용대 金大勇', '张鹭', 'Anthony Maisonnial', 'Alexander Brunst-Zöllner', 'Siyabonga Mpontshane', 'Thomas Renault', 'Luis Ernesto Michel Vergara', 'Kjell Scherpen', 'Sonny Stevens', 'Tomasz Loska', 'Jakob Haugaard', 'Alexander Stolz', '新井 翔太', '杨智', 'Álvaro Fernández Llorente', 'David Forde', 'Jonathan Bond', 'Michał Buchalik', 'Glenn Morris', 'Andries Noppert', 'José Ramiro Sánchez Carvajal', 'Ahmed Ali Al Kassar', 'Dejan Stojanović', "Richard O'Donnell", 'Ozan Evrim Özenç', 'Edgar Adolfo Hernández Tellez', 'Nelson Arturo Freitosa Ruiz', 'Michał Miśkiewicz', 'Ian Lawlor', 'Waleed Abdullah Ali', 'Glen Moss', 'Esteban Ruiz', '이태희 李泰熙', 'Lawrence Vigouroux', 'Alex Cisak', '이범수 李范洙', 'Martin Sourzac', 'Michael Ratajczak', 'Julio José González Vela-Alvizu', 'Jo Coppens', 'Aslak Falch', 'Luke McCormick', 'Vaso Vasić', 'Luis Sotomayor', '圍 謙太朗', 'Mario Seidel', 'Michael Thomas Tallaksen Crowe', 'David Olsson', 'Thomas Hadler', 'Kamil Miazek', 'Christoffer Mafoumbi', '이준희 Joon Hee Lee', 'Cameron Gregory', 'Dario Marzino', 'Abdullah Hamdan Al Shammari', 'Hugo Keto', 'Ross Stewart', '猿田 遥己', 'Emre Selen', 'Kyle Zobeck', 'Ben Kennedy', 'Kevin Horgan', 'Thomas Hagelskjaer', 'Yusuf Mersin', 'Matthias Köbbing', 'Julian Faye Lund', 'James Talbot', 'Andre Rawls', 'Vincent Viot', 'Deyan Iliev', 'Mark Halstead', '孙乐', 'Krystian Stępniowski', 'Rene Gilmartin', 'Adam Pearce', 'Chris Dunn', 'Ben Williams', 'Amrinder Singh', 'Simone Perilli', '권태안 权泰安', 'Jannik Bruhns', 'Federico Serraiocco', 'Scott Shearer', 'Zeus de la Paz', 'Sam Hornby', 'Alan Sosa', 'Luca Plogmann', 'Milan Heča', 'Oliver Sail', 'Constantin Frommann', 'Basim Al Baqi', 'Matis Carvalho', 'Lennart Grill', 'Alejandro Peláez', 'Ahmad Al Ruhaili', "Liam O'Brien", 'Tando Velaphi', 'Lukas Wedl', 'Thomas De Bie', 'Robert Lynch Sanchez', 'Eric Verstappen', 'Viljar Myhra', 'Leandro Montagud Balaguer', 'Rick Wulle', 'Dániel Gyollai', 'Guido Guerrieri', 'João Manuel Neves Virgínia', 'Abdullah Al Saleh', 'Gaizka Campos Bahíllo', 'Reice Charles-Cook', 'William David Cuesta Mosquera', 'Christopher Dilo', '김경민 金京闽', 'Yannis Clementia', 'Danny Rogers', 'Fernando Otárola', 'Aaron McCarey', 'Liam Reddy', 'Reuf Duraković', 'Marios Siampanis', 'Abdullah Al Sdairy', '정산 郑山', 'Gregor Zabret', 'Rouven Sattelmaier', 'Mark Gillespie', 'Svend Brodersen', 'Hussain Abdoh Al Shaian', 'Davide Facchin', 'David Gil Mohedano', 'Valentin Belon', 'Caio Vinicius Pirana', 'Abdulrahman Dagriri', 'Stephen Bywater', '장대희 张大熙', 'Thomas Vincensini', 'Bora Körk', 'Andrew Redmayne', 'Oumar Sissoko', 'Samuele Perisan', 'Gurpreet Singh Sandhu', 'Muslim Al Furayj', 'Korbinian Müller', 'Abdullah Hussain Al Oaisher', 'Anthony Mandrea', 'Julien Fabri', '大久保 択生', 'Marko Maroši', 'Joaquín Muñoz', 'Michael Tørnes', 'Ioannis Gelios', 'José Huber Escobar Giraldo', 'Ján Mucha', 'Aykut Özer', 'Mark Howard', 'Bernie Magaña', 'Lorenzo Andrenacci', 'Alexandro Marco Craninx Joostens', 'Arijanet Muric', 'Rene Swete', 'Robert Marcus Sandberg', 'Hakan Canbazoğlu', 'Cameron Bell', '홍정남 洪正男', 'Josh Lillis', 'Romel Quiñonez', 'Mark Birighitti', 'Andris Vaņins', 'Jimmy Maurer', 'İsmail Çipe', 'Thomas Gebauer', 'Benjamin Bellot', 'Dimitry Bertaud', 'Jens Teunckens', 'Faisal Al Masrahi', 'Osman Hadžikić', 'Håkon Eikemo Opdal', 'Nicolás Gastón Avellaneda', 'Eray Birniçan', 'Lucas Raúl Giovini Schiapino', 'Ángel Jesús Galván Rivero', 'Eder Aleixo Chaux Ospina', 'Mauricio Ariel Caranta', 'Scott Brown', 'Sam Walker', 'Jed Steer', 'Lucas Oliveira de França', 'Tobias Knoflach', 'Antonio Alejandro Otero Orejuéla', 'Didier Janvier Ovono Ebang', 'Mustafa Reda Malayekah', '吴亚轲', 'Brad Knighton', 'Sergio Felipe Román Palacios', 'José Devecchi', 'Jeroen Houwen', 'Alejandro Cobo Padillo', 'Alessandro Damen', 'Joe Willis', 'Andreas Lukse', 'Brice Maubleu', 'Luca Lezzerini', 'Marek Štěch', 'Gil Esaul Alcalá Barba', 'Matt Macey', 'Rémi Pillot', 'Magno Macedo Novaes', 'Will Norris', 'Azzeddine Doukha', 'Diogo Meireles Costa', 'Guillaume Hubert', 'Nicolas Douchez', 'Maxime Crépeau', '손정현 Jeong Hyeon Son', 'Nicolai Larsen', 'Joe Wildsmith', '이창근 李灿东', 'Jesse Gonzalez', 'David Bingham', 'Pierluigi Frattali', 'Rubén Yáñez Alabart', 'Kevin Begois', 'Tim Boss', 'Paul Izzo', 'Mandé Sayouba', 'Ricardo Antonio Jérez Figueroa', 'Miguel Jiménez Ponce', 'Pedro José  da Silva Trigueira', 'Javier Darío Romo Barrón', 'Simon Eastwood', 'Assis Giovanaz', '김호준 金浩军', 'João Paulo Kuspiosz', 'José Antonio Caro Díaz', 'Ben Hamer', 'Felipe Melvin Azevedo Lima', 'Alan Mannus', 'José Aurelio Suárez García', 'Álvaro Luis Salazar Bravo', 'Wayne Sandilands', 'Filip Bednarek', 'Hidde Jurjus', 'Uğurcan Çakır', 'Jan Zimmermann', 'Timon Wellenreuther', '程月磊', 'Gauthier Gallon', 'André Weis', 'Mickey van der Hart', 'Anders Lindegaard', 'Jeremías Ledesma', 'Bernabé Barragán Maestre', 'Enrique Alberto Bologna Gómez', 'Alberto Pomini', 'Marco Knaller', 'Brice Samba', 'Sean McDermott', 'Ferhat Kaplan', 'Malik Asselah', '오승훈 吴舜洪', 'Ufuk Ceylan', 'Jorge Ruiz Ojeda', 'Ádám Bogdán', 'Declan Rudd', 'Ádám Kovácsik', 'Martin Hansen', 'Sondre Løvseth Rossbach', 'Ali Şaşal Vural', '김진현 金镇铉', 'Sherif Ekramy  Ahmed', 'Sergio Rochet', 'Mirko Salvi', 'Niki Mäenpää', 'Boris Radunović', 'Paul Reulet', 'Patric Klandt', 'Pablo Andrés Mina Ramírez', 'Nelson Ibáñez', 'Rafael Romo', 'Benjamin Uphoff', 'Roberto Santamaría Ciprián', 'Cristian Harson Bonilla Garzón', 'Andreas Linde', 'Matt Turner', 'Paweł Kieszek', 'Hannes Þór Halldórsson', 'Yannick Thoelen', 'Yanick Brecher', 'Jamie Young', 'Mathieu Michel', '양한빈 梁韩彬', 'Scott Bain', 'Alessandro Micai', 'Denis Petrić', 'Oscar Linnér', 'Guillermo Sara', 'Vincent De Marconnay', 'Farouk Ben Mustapha', 'Jean-François Gillet', 'Fernando Carlos De Paul Lanciotti', 'Alfonso Herrero Peinador', 'Brayan Cortés', 'Jakob Busk', 'Darren Keet', 'Jairo Ralph Farnias Almeida', 'David Ousted', 'Adam Federici', 'Pietro Terracciano', 'David Marshall', 'Thomas Kessler', 'Alexander Domínguez Carabalí', 'Jon McLaughlin', 'William Dutoit', 'Sascha Burchert', 'Sebastián Alberto Torrico', 'Cican Stanković', 'Ethan Horvath', 'Pierluigi Gollini', 'Robin Himmelmann', 'Christian Puggioni', 'John Ruddy', 'Sergio Herrera Pirón', 'Rob Elliot', 'Manuel Gibran Lajud Bojalil', 'Mitchell Langerak', 'Carlo Pinsoglio', 'Jacob Rinne', 'Simone Scuffet', 'René Román Hinojo', 'Rafael Wihby Bracalli', 'Alexandre Oukidja', 'Alan Aguerre', 'Emiliano Martínez', 'Vid Belec', 'Erwin Mulder', 'Jaroslav Drobný', 'Angus Gunn', 'Thomas Kaminski', 'Caio Gobbo Secco', 'Daniel  Heuer Fernandes', 'César Rigamonti', 'Jhonny Cristián Herrera Muñoz', 'Jean-Louis Leca', 'Nivaldo Mateus Serpa Pombal', 'Bradley Guzan', 'Stole Dimitrievski', 'Danny Ward', 'Stefan Frei', 'Tim Krul', 'Stefanos Kapino', 'Alberto Cifuentes Martínez', 'Frederico Peter Cabral Bardini', 'Jaime Tomás Abravanel Mestres', 'Romain Jules Salin', 'Agustín Daniel Rossi', 'Juan Musso', 'Andreas Gianniotis', 'Rafael Cabral Barbosa', 'João Miguel Macedo da Silva', 'Craig  Gordon', 'Silviu Lung', 'Carlos Sebastián Sosa Silva', 'Tobias Sippel', 'Nicolás Vikonis Mureau', 'Serkan Kırıntılı', 'Mariano Gonzalo Andújar', 'Eduardo dos Reis Carvalho', 'Gabriel Arias', 'Angelo Esmael da Costa Júnior', 'Cristian Darío Álvarez', 'Matúš Kozáčik', 'Sam Johnstone', 'Guido Herrera', 'Alexis Martín Arias', 'Marco Bizot', 'Thomas Didillon', 'Cássio Albuquerque dos Anjos', 'Allan McGregor', 'Wayne  Hennessey', 'Joel Robles Blázquez', 'Emil Audero', 'Wilfredo Daniel Caballero', 'Frederik Rønnow', 'Simão Alvin Donatinho Garcia', 'Renan Ribeiro', 'Camilo Andrés Vargas Gil', 'Yoel Rodríguez Oterino', 'Alex Meret', 'Heurelho da Silva Gomes', 'Leandro Chichizola', 'Alex McCarthy', 'Régis Gurtner', 'Baptiste Reynet', 'Matheus Lima Magalhães', 'Odisseas Vlachodimos', 'Martín Campaña', 'Andrey Lunev', 'Bernard Gabriel Prestão Chaves', 'Łukasz Fabiański', 'José Manuel  Reina Páez', 'Petr Čech', 'Steve Mandanda', 'Thomas Strakosha', 'Iker Casillas Fernández', 'Rune  Almenning Jarstein', 'Salvatore Sirigu', 'Timo Horn', 'Lukáš Hrádecký', 'Gianluigi Buffon']
Node (6, 2): ['Jérôme Roussillon', 'Ismaily Gonçalves dos S.', 'Héctor Junior Firpo Adamés', 'Ander Capa Rodríguez', 'Óscar de Marcos Arana', 'Jefferson Agustín Farfán Guadalupe', 'Michail Antonio', 'Jeremain Lens', 'Lucas Ocampos', 'Caiuby Francisco da Silva', 'Matt Phillips', 'James Tavernier', 'Mathew Leckie', 'Jean André Emanuel Beausejour Coliqueo', 'Víctor Ismael Sosa', 'Tiago Manuel Dias Correia', '金崎 夢生', 'Andrea Rispoli', 'Jonathan Guillermo Nuñez Espinoza', 'Ken Sema', 'Sebastião de Freitas Couto Júnior', 'Fredrik Gulbrandsen', 'Romario Ibarra', 'Roly Bonevacia', 'Mama Samba Baldé', 'Kingsley Ehizibue', 'Segundo Víctor Ibarbo Guerrero', 'Alexander David González Sibulo', 'Przemysław Frankowski', 'Júnior Wakalibille Lago', 'Elson Ferreira de Souza', 'Calmon Wergiton do Rosário', 'Johnny Russell', 'Peter Oladeji Olayinka', 'Khaled Narey', 'Julian Gressel', 'Boli Bolingoli', 'Fabrizio Angileri', 'Gyasi Zardes', 'Jonathan Schmid', 'Björn Bergmann Sigurðarson', 'Juan Francisco Moreno Fuertes', 'Mame Biram Diouf', '伊东 纯也', 'Oliver Kragl', 'Adam Reach', 'Konstantin Rausch', 'André Hahn', 'Casimir Ninga', 'Camilo Mayada', 'Kerim Mrabti', 'Andrés Chávez', 'Edgar Antonio Méndez Ortega', 'Jeffrey Schlupp', 'Óscar Mauricio Opazo Lara', 'Kévin Monnet-Paquet', 'Neri Raúl Cardozo', 'Esteban Andres Pavez Suazo', 'Jesús Gallardo', 'Luis Jan Piers Advíncula Castrillón', 'Adama Traoré Diarra', 'Adolfo Heitor Padilha Alves', 'Alan Browne', 'Ryan Christie', 'Alfonso González', 'Pierre Kunde Malong', 'Callum Paterson', 'Maxwel Cornet', 'Augusto Jorge Mateo Solari', 'Iñigo Lekue Martínez', 'Alex Renato Ibarra Mina', 'Konan Gilles Fofana', 'Mubarak Wakaso', 'Nicholas Júlio Aldair Leal', 'Jürgen Damm', 'Marcelo Josemir Saracchi Pintos', 'Lorenzo De Silvestri', 'Gedson Carvalho Fernandes', 'Jonathan Javier Rodríguez Portillo', 'Dorlan Pabón', 'Leonardo de Matos Cruz', 'Enner Valencia', 'Steven Zuber', 'Felix Klaus', 'Silvan Widmer', 'Rodolfo Pizarro', 'Badou Ndiaye', 'Valon Berisha', 'Kévin Malcuit', 'Milton Casco', 'Frank Acheampong', 'Stefan Lainer', 'Sidcley Ferreira Pereira', 'Michael Lang', 'Jordan Lukaku', 'Marius Wolf', 'Denis Lemi Zakaria Lako Lado', 'Stefan Ristovski', 'Giovanni Sio', 'Filip Kostić', 'Adam Marušić', 'Wesley Moraes Ferreira da Silva', 'Achraf Hakimi Mouh', 'Luis Antonio Valencia Mosquera', 'Danilo Luiz da Silva', 'Djibril Sidibé', 'Cristian David Pavón', 'Ferland Mendy', 'Yussuf Yurary Poulsen', 'Iñaki Williams Arthuer', 'Ante Rebić', 'Łukasz Piszczek', 'Moussa Marega', 'Thomas Delaney', 'Mário Figueira Fernandes', 'Thomas Meunier', 'Romelu Lukaku']
Node (8, 0): ['Šime Vrsaljko', 'Benjamin Mendy', 'Serge Aurier', 'Juan Francisco Torres Belén', 'Jonas Hector', 'Jean-Philippe Gbamin', 'Hugo Mallo Novegil', 'Danny  Vieira da Costa', 'Ignazio Abate', 'Cristiano Piccini', 'Mikel Balenziaga Oruesagasti', 'Nordi Mukiele', 'Jetro Willems', 'Hugo Miguel Almeida Costa Lopes', 'Bastian Oczipka', 'Diego Rico Salguero', 'Joakim Mæhle', 'Christian Günter', 'Godfred Donsah', 'Allan Nyom', 'Djavan da Silva Ferreira', 'Jeremy Toljan', 'Núrio Domingos Matias Fortuna', 'Michel Morganella', 'Blas Riveros', 'Marcos Garbellotto Pedroso', 'Otar Kakabadze', 'Cristian Gamboa Luna', 'Alberto Almici', 'José Antonio Madueña López', 'Guilherme Haubert Sityá', 'Dion Cools', 'Leonel Di Plácido', 'Chris Mavinga', 'Jordan Ikoko', 'Gonzalo Escobar', 'Dennis Diekmeier', 'Adama Traoré', 'Benjamin Chris Meseira Zonta', 'Moritz Bauer', 'Mehmet Zeki Çelik', 'Adam Masina', 'Leonardo Jara', 'Renzo Saravia', 'Dennis Aogo', 'Antonio Barreca', 'David Juncà Reñé', 'Cristiano Biraghi', 'Kevin Mbabu', 'Marvin Plattenhardt', 'Mario Hermoso Canseco', 'Frank Yusty Fabra Palacios', 'Kenny Lala', 'Mattia De Sciglio', '酒井 宏樹', 'Joe Gomez', 'Abdou Diallo', 'Domenico Criscito', 'Pavel Kadeřábek', 'Luke Shaw', 'Nico Schulz', 'Kyle Walker', 'Daniel Carvajal Ramos', 'César Azpilicueta Tanco', 'Alex Sandro Lobo Silva']
Node (7, 3): ['Christoph Kramer', 'Everton Jorge Andrade Zanon', 'Igor Denisov', 'Mohamed Elneny', 'Ellyes Skhiri', 'Mark Noble', 'Cristian Miguel Riveros Núñez', 'Manuel Locatelli', 'Dale Stephens', 'Per Ciljan Skjelbred', 'Amadou Diawara', 'Karol Linetty', 'Nampalys Mendy', 'Jordy Clasie', 'Javier López Rodríguez', 'Christophe Jallet', '岡崎 慎司', 'Miguel Ângelo da Silva Rocha', 'Mathias Jensen', 'Joseph Alfred Duncan', 'Harry Arter', 'Andrew Surman', 'Andreas Ulmer', 'Rubén Alcaraz Jiménez', 'Adam Clayton', 'Iver Fossum', 'Sam Clucas', 'Jakob Bendix Uhd Poulsen', 'Gojko Cimirot', 'Valentín Vada', 'Rodrigo Salinas Dorantes', 'Stefano Sensi', 'Andrés Ricaurte Vélez', 'Cristian Roldan', '青山 敏弘', 'Yussif Raman Chibsah', '蒿俊闵', 'Simon Tibbling', 'Alexis De Sart', 'Ledian Memushaj', 'Jhasmani Campos', 'Hannes Van Der Bruggen', 'Tobias Kempe', 'Funso-King Ojo', 'Jason Holt', '西 大伍', 'Jackson Yueill', 'Matt McKay', 'Kasper Fisker Jensen', 'Loïc Puyo', 'Horacio Calcaterra', 'Jean-Pascal Fontaine', 'Žan Majer', 'Jaime Carreño', 'Jacob Butterfield', 'Sergio Aguza Santiago', 'Haris Belkebla', 'George Boyd', 'Nicolaj Thomsen', 'Gjermund Åsen', 'Grischa Prömel', 'Hicham Faik', 'Francesco Valiani', '柴崎 晃誠', 'Hussain Al Moqahwi', 'Paolo Bartolomei', 'Luís Gustavo Ledes Evangelista dos Santos', 'Alexander Mühling', 'Janusz Gol', 'Magnus Eriksson', '小林 祐希', 'Erdal Rakip', '김보경 金甫炅', 'Guðmundur Þórarinsson', '한찬희 韩赞熙', 'Guillermo Gastón Acosta', 'Sean Davis', 'Ângelo Pelegrinelli Neto', 'Rúben Rafael de Sousa Ferreira', 'Julien De Sart', 'James Léa Siliki', 'Paolo Pancrazio Faragò', 'Tristan Dingomé', 'Mix Diskerud', 'Jonathan González', 'Facundo Tomás Quignón', 'Abraham González Casanova', 'Walid Mesloub', 'Mirko Boland', 'Christoph Moritz', 'Thibault Moulin', 'Nicolás Domínguez', 'Ryan Woods', '신진호 申振豪', 'Mattéo Guendouzi', 'Lorenzo Enrique Reyes Vicencio', 'Ergys Kaçe', 'Gaston Brugman', 'Alfredo Morales', 'Marc Mateu Sanjuán', 'Adam Forshaw', 'Ebenezer Ofori', 'Felipe Martins', 'Graham Zusi', 'Alejandro Fernández Iglesias', 'Gerónimo Gastón Poblete', 'Fernando Gaibor', 'Pedro Miguel Amorim Pereira Silva', 'Jordan Marié', 'João Miguel Coimbra Aurélio', 'Dener Gomes Clemente', 'Beram Kayal', 'Víctor Yoshimar Yotún Flores', 'Carlos Emilio Carmona Tello', 'John Fleck', 'Almog Cohen', 'Mario Vrančić', 'Mattheus Andrade Gama de Oliveira', 'Stephen Antunes Eustáquio', 'Wil Trapp', 'Dax McCarty', 'José Rodríguez Martínez', 'Sacha Klještan', 'Mateusz Klich', 'Vincent Pajot', 'Xavier Chavalerin', 'Jonny Howson', 'Vincent Le Goff', 'George Saville', 'Kevin Möhwald', 'Brecht Dejaegere', 'Fernando Manríquez', 'Roberto Torres Morales', 'Luis Milla Manzanares', 'Jelle Vossen', 'Renaud Cohade', '이재성 李在成', 'Jordan Ferri', 'Stephen Ward', 'Alejandro Bedoya', 'Oscar Hiljemark', 'Dan Gosling', 'Stefan Marius Johansen', 'Mats Rits', 'Alejandro Saúl Chumacero Bracamonte', 'David Martins Simão', 'Edvaldo Flávio Rebelo de Freit', 'Sanjin Prcić', 'Héctor Canteros', 'Conor Hourihane', 'Thomas Mangani', 'Viktor Claesson', 'Janik Haberer', 'Charlie Daniels', 'Luca Rigoni', 'Kaku Guélor Kanga', 'Federico Viviani', 'Osvaldo David Martínez Arce', 'Odil Akhmedov', 'Benny Feilhaber', 'Yuriy Gazinskiy', 'Lukas Reiff Lerager', 'Nicolás Mario Domingo', 'Marco Höger', 'Florian Neuhaus', 'Baptiste Santamaria', 'Joe Allen', 'Ashley Westwood', 'Daryl Janmaat', 'Florian Grillitsch', 'Jack Cork', 'Danny Latza', 'Marc Roca Junqué', 'Rafael de Souza Pereira', 'Stephan Lichtsteiner', 'Lewis Cook', 'Karim El Ahmadi Al Aroos', 'Jorrit Hendrix', 'Morgan Schneiderlin', 'Davy Pröpper', 'Roberto Gagliardini', 'Milan Badelj', 'Diego Demme', 'Sergi Darder Moll', 'Harry Winks', 'Ignacio Monreal Eraso', 'Daley Blind', 'Julian Weigl', 'Daniel García Carrillo', 'Lucas  Pezzini Leiva', 'Idrissa Gana Gueye']
Node (1, 2): ['Jérémy Mathieu', 'Jefferson Andrés Lerma Solís', 'Yuri Berchiche Izeta', 'Theo Bernard François Hernández', 'Marvin Zeegelaar', 'Jonas Svensson', 'Miloš Degenek', 'Andres Tello', 'Ali Adnan', 'Thomas Delaine', 'Stefan Schwab', 'Lorenzo Lollo', 'Bright Addae', "Stephen O'Donnell", 'Antonino Barillà', 'Florian  Hartherz', 'Sambou Yatabaré', 'Pa Modou Jagne', 'Kevin Rüegg', 'Miguel Ángel Ramón Samudio', 'Francisco Cerro', 'Cyrus Christie', '鈴木 優磨', 'Giuseppe Pezzella', 'Christopher Trimmel', 'Szymon Żurkowski', 'Carlos Clerc Martínez', 'Haitam Aleesami', 'Timothy Evans Fosu-Mensah', 'Afriyie Acquah', 'Daniel Amartey', 'Temitayo Olufisayo Olaoluwa Aina', 'Jesús Alberto Dueñas Manzo', 'Kieran Tierney', 'Denzel Dumfries', 'Lukas Klostermann', 'Timothy Chandler', 'Damián Nicolás Suárez Suárez', 'Gérson Adriano Gutierres Serra', 'Sead Kolašinac', 'Kevin Vogt', 'Lucas Hernández']
Node (9, 8): ['Domagoj Vida', 'Julian Baumgartlinger', 'Antonio Barragán Fernández', 'Matthew Lowton', 'Kenny Tete', 'Joël Veltman', 'Thomas Monconduit', 'Alexander Djiku', 'Paul Dummett', 'Malang Sarr', 'Bojan Jokič', 'Christian Träsch', 'Iñigo Pérez Soto', 'Kévin Manuel Rodrigues', 'Maxime Le Marchand', 'Antonio Manuel Luna Rodríguez', 'Michel David Cruceiro Muscato', 'Hélder Filipe Oliveira Lopes', 'Matías Aguirregaray Guruceaga', 'Kian Hansen', 'Borna Barišić', 'Marlon Pack', 'Luca Rizzo', 'Maksym Malyshev', 'Ricardo van Rhijn', 'Nicolai Møller Boilesen', 'Jeff Nazario Meire Costinho', 'Gonzalo Bettini', 'Roberto Canella Suárez', 'Paulo César Díaz Huincales', 'Rodrigo Alves Soares', 'Philipp Klingmann', 'Gaëtan Belaud', 'Abdulwahid Sissoko', 'Ruben Yttergård Jenssen', 'Artur Jędrzejczyk', 'Marco Davide Faraoni', 'Edson Gérson Torres Guerra', 'Felipe Ignacio Seymour Dobud', 'Walter Alberto López Gasco', 'Omar Gaber', 'Theodor Bergmann', 'Alexander Faltsetas', 'Phillipp Steinhart', 'Juan Pablo Gómez Vidal', 'Josh Vela', 'Louis Verstraete', 'Django Warmerdam', 'Tom Hateley', '于海', 'Miguel Ángel Ponce Briseño', 'Eduardo Ramos Gómez', 'Quentin Bernard', 'Sebastian Eriksson', 'James Omonigho Igbekeme', 'Alejandro Maximiliano Camargo', 'Mark-Anthony Kaye', 'Dagoberto Josué Pinho Parrela', 'Atila Turan', 'Jordi Vanlerberghe', 'Djibril Sow', 'Mathías Olivera Miramontes', 'David Cabrera Pujol', 'Elkin Blanco Rivas', 'Diego Eduardo De Buen Juárez', 'Tony Josimar Mutto Abrão', 'Danilo Aparecido da Silva', 'Ousmane Coulibaly', 'Felipe Manuel Campos Mosqueira', 'Franco Gabriel Mussis', 'Julien Faussurier', 'Enrico Valentini', 'Víctor David Díaz Miguel', 'Romario Benzar', 'Elvis Manuel Monteiro Macedo', 'Robert Bauer', 'Andrea Luci', 'Rafael Delgado', 'Yevhen Makarenko', 'Jacques François Moubandje', 'Jacopo Sala', 'Lucas René Olaza Catrofe', 'Mark  Milligan', 'Jhon Stefan Medina Ramírez', 'Ryan Shotton', 'Enzo Diogo Merques Gomes', 'Durval Hélton Vieira Aldair', 'Thomas Ouwejan', 'Francisco José Molinero Calderón', 'Stijn Wuytens', 'Kyle Naughton', 'Leonardo Gil', 'Mike Frantz', 'Nejc Skubic', 'Shaun Williams', 'Hasan Ali Kaldırım', 'Sofyan Amrabat', 'Giulio Donati', 'Necip Uysal', 'Marvin Knoll', 'Dídac Vilá Rosselló', 'Ludovic Baal', 'André Geraldes de Barros', 'Fedor Kudryashov', 'Niko Gießelmann', 'Emil Krafth', 'Tommy Smith', 'Enaldo Charles Toxeto Reis', 'Jorge Miramón Santagertrudis', 'Tomasz Kędziora', 'Birger Verstraete', 'Pedro Bigas Rigo', 'Claudiano G. Sobrino Guevara', 'Robson Tony Denho Serra', 'Edson Álvarez', 'Enaldo Diogo Barbosa Prazeres', 'Almamy Touré', 'Federico Ricca Rostagnol', 'Nuno Miguel Ribeiro da Cruz Jerónimo Sequeira', 'Ramy Bensebaini', 'Daniel Eduardo Bocanegra Ortíz', 'Konstantinos Stafylidis', 'Joaquín Navarro Jiménez', 'Timothée Kolodziejczak', 'Alexander Ring', 'Kelvin Amian', 'Gabriel Jairo Aníbal Rangel', 'Tamás Kádár', 'Luís Hernández Rodríguez', 'Craig Dawson', 'Emiliano Adrián Insúa Zapata', 'Gélson da Conceição Tavares Fernandes', 'Pablo Horacio Guiñazú', 'Frédéric Guilbert', 'Rubén Duarte Sánchez', 'Carles Planas Antolínez', 'Christophe Hérelle', "Danilo D'Ambrosio", 'José Ramiro Funes Mori', 'Marcel Schmelzer', 'Tomás Eduardo Rincón Hernández', 'Anaitz Arbilla Zabala', 'Marcel Halstenberg', 'Nico Elvedi', 'Gabriel Iván Mercado', 'Thilo Kehrer', 'Benjamin Pavard', 'José Ignacio Fernández Iglesias', 'Marcos  Aoás Corrêa']
Node (0, 5): ['Jeison Fabián Murillo Cerón', 'Wílmar Enrique Barrios Terán', 'Jérémy Morel', 'Scott Brown', 'José Juan Vázquez Gómez', 'Idrissa Mandiang', 'Mikel Agu', 'Ben Pearson', 'Liam Moore', 'Matt Besler', 'Graeme Shinnie', 'Dimitrios Kourmpelis', 'Nelson Acevedo', 'Abdoulaye Bamba', 'Yeison Stiven Gordillo Vargas', 'Antonio Ríos Martínez', 'Jhon Duque', 'Ramon Olamilekan Azeez', 'Delvin N’Dinga', 'Tom Schütz', 'Ivan Šunjić', 'Anthony Gonçalves', 'Gaetano Berardi', 'Damián Oscar Lemos', 'Kevin Balanta', 'Hamza Choudhury', 'Alberto Benito Correo', 'Alessandro Crescenzi', 'Juan Daniel Roa Reyes', 'Daniel Lopes Amora', 'Killian Overmeire', 'Raúl Alberto Loaiza Morelos', 'Rodrigo Eduardo Echeverría Sáez', '铃木 大輔', 'Adrián Alexei Aldrete Rodríguez', 'Daniel Sundgren', 'Robert Gumny', 'Juan Eduardo Fuentes Jiménez', 'Edwin Alexis Velasco Uzuriaga', 'Joey Pelupessy', 'Leonardo Godoy', '喜田 拓也', 'Eduardo da Silva Nascimento Neto', 'Emanuel Taffertshofer', 'Rico Preißinger', 'Ylber Ramadani', 'Amin Nouri', 'Francesco Migliore', 'Sakıb Aytaç', 'Matt Polster', 'George Dobson', 'Luke Hyam', 'Joshua Emmanuel', 'Alejandro Bernal Ríos', 'Fabian Holthaus', 'Cameron Kerr', 'Ryan Yates', 'Samuel Geoffroy Camille', 'Harry Pell', 'Scott Golbourne', 'André Ibsen Rømer', 'Sebastian Dominguez Montero', 'Bryn Morris', 'Josh Payne', 'Brandon Comley', 'Alex Kenyon', 'Brice Ntambwe', '宮泽 裕樹', 'Marcel Rømer', 'Paul McGinn', 'Dru Yearwood', 'Francisco Portillo', 'Ibrahima Coulibaly', 'Saleh Saad Al Qumayzi', 'Nicolò Fazzi', 'Omar Abdulaziz', 'Joseph Lopy', 'Sebastian Mrowca', 'Claudio Jopia', 'Alessio Sabbione', 'Seámus Conneely', 'Hope Akpan', 'Mohammed Abusabaan', 'Elohor Godswill Ekpolo', 'Adam Deja', 'Lucas Woudenberg', 'Simon Sandberg', 'Tamer Haj Mohamad', 'Steven Peter  Ugarković', 'Royal-Dominique Fennell', 'Wesley Harding', 'Adama Guira', 'Massimiliano Busellato', 'Patryk Dziczek', 'Sergiu Suciu', 'Shaya Ali Sharahili', 'Ken Kallaste', 'Daniel Alexander Pedersen', 'Stephan Fürstner', 'Anthony Grant', 'Ross McCrorie', 'Fabián Jorge Manzano Pérez', 'Ryan McGowan', 'Jan-Philipp Kalla', 'Fabian Koch', 'Cyriaque Rivieyran', 'Federico Bravo', 'Dardo Miloc', 'Alex Woodyard', 'Carlos Julio Robles Rocha', '中山 雄太', 'Mark Little', 'Loris Néry', 'Jose Carlos Bizama Venegas', 'Franklin Wadja', 'Aldo Misael Arellano Miranda', 'Giovanni Zarfino', 'Hekuran Kryeziu', 'Lukas Schmitz', 'Luis Alberto Caicedo', 'Tom Lockyer', 'Luis Miguel Noriega', 'Nouhou Tolo', 'Michael Smith', 'Adrien Monfray', 'Sebastián Salazar', 'George Baldock', 'Glen Kamara', 'Mohammed Fatau', 'Andreas Geipl', 'Jeison Andrés Angulo Trujillo', 'Mariano Arini', 'Janus Mats Drachmann', "Anthony O'Connor", 'Jefferson Orejuela', 'Marko Bašić', 'Brayan Antonio Beckeles', 'Bernd Nehrig', 'Lukas Fröde', 'Georges Mandjeck', '唐淼', 'Unai García Lugea', 'Stefano Magnasco', 'Pierre Kanstrup', 'Sebastián Ignacio Vegas Orellana', 'Aldo Rocha', 'Rubén Leonardo Pico Carvajal', 'Maximillian James Aarons', 'Xavier Laglais Kouassi', 'César Nicolás Fuentes González', 'Jorman Campuzano', 'Germán Sánchez Barahona', 'Jorge Sáenz de Miera', 'Didier Andrés Moreno Asprilla', 'Bart Schenkeveld', 'Nery Leyes', 'Juan David Cabezas Núñez', 'Jalil Elías', 'Javier Moyano Lujano', 'Dairon Mosquera Chaverra', 'Federico San Emeterio Díaz', 'José Artur de Lima Junior', 'Elvis Yohan Perlaza Lara', 'Denis Linsmayer', 'Marco Ilaimaharitra', 'Samuel Piette', 'Ondřej Kúdela', 'Riccardo Gagliolo', 'Ólafur Ingi Skúlason', 'Costa Nhamoinesu', 'Baldomero Perlaza Perlaza', 'Carlos Armando Gruezo Arboleda', 'Abdullahi Shehu', 'Tomáš Kalas', 'Tom Trybull', 'Stéphane Badji', 'Helibelton Palacios Zapata', 'Romain Métanire', 'Jorge Emmanuel Torres Nilo', 'Florentino Morris Luís', 'Axel Tuanzebe', 'Marcel Sobottka', 'Tyler Adams', 'Otávio Alberto Vila Mascarenhas', 'Michael Amir Murillo Bermudez', 'Uche Agbo', 'Maximilian Wöber', 'Jacek Góralski', 'Martín Nervo', 'Pedro Miguel Cunha Sá', 'Gonzalo Montiel', 'Trent Sainsbury', 'Moussa Niakhaté', 'Ryan Jack', 'Emir Dilaver', 'Leandro Martín González Pírez', 'Panagiotis Retsos', 'Jorge Figal', 'Alhassan Wakaso', 'Diego Ferney Chará Zamora', 'Tomáš Souček', 'Nick Viergever', 'David Jefferson Seijalbo Vaz', 'Celso Fabián Ortiz Gamarra', 'Santiago Lionel Ascacíbar', 'Marvelous Nakamba', 'Djené Dakonam Ortega', 'Diadie Samassékou', 'Iván Marcano Sierra', 'Sven Bender', 'Ljubomir Fejsa', 'Onyinye Wilfred Ndidi', 'Josué Durval Chiamulera Vaz']
Node (3, 8): ['Wayne Mark Rooney', 'Elkeson de Oliveira Cardoso', 'Mathieu Debuchy', 'Gastón Rodrigo Pereiro López', 'Martin Harnik', 'Teófilo Gutiérrez', 'Darío Cvitanich', 'João Paulo Dias Fernandes', 'Jordan Ayew', 'Ishak Belfodil', 'Rogelio Gabriel Funes Mori', 'Robin Quaison', 'Diego Valdés', 'Jimmy Briand', 'Silvio Ezequiel Romero', 'Alan Ruiz', 'Jakub Błaszczykowski', "Paul-José M'Poku Ebunge", 'Salman Mohammed Al Faraj', 'Sérgio Antônio Soler Oliveira Jr', 'Édgar Felipe Pardo Castro', 'John Bostock', 'Rémi Oudin', 'Fredrik Jensen', 'Eugeni Valderrama Domènech', 'Djalma Braume Manuel Abel Campos', 'Yoan Gouffran', 'Sebastian  Lletget', 'Karim Onisiwo', 'Yacine Bammou', 'Tino-Sven Sušić', 'Alexander Gerndt', 'Diego Martín Zabala Morales', 'Gonzalo Pablo Castellani', 'Anastasios Bakasetas', 'Lucas Ariel Boyé', 'Valeri  Qazaishvili', 'Peter Žulj', 'Brahian Alemán', 'Yannick Bolasie Yala', 'Pablo Chavarría', 'Asamoah Gyan', 'Anwar El Ghazi', 'Alvin Severino Sousa Diniz', 'Edwin Andrés Cardona Bedoya', 'Jirès Kembo-Ekoko', 'Franco Matías Di Santo', 'Elias Thiago Fontoira Marques', 'Dimitri Liénard', 'Ricardo Gabriel Álvarez', 'Paul Lasne', 'Ronny Rodelin', 'Rubén  Rochina Naixes', 'Christian Maggio', 'Nolan Roux', 'Joel Nathaniel Campbell Samuels', 'Júnior Fernandes', 'Abdenasser El Khayati', 'Nabil Dirar', 'Fabrício dos Santos Messias', 'Josip Drmić', 'Paul-Georges Ntep de Madiba', 'Saúl Berjón Pérez', 'Saman Ghoddos', 'Martin Braithwaite', 'Marko Pjaca', 'Lazaros Christodoulopoulos', 'Ola Toivonen', 'Jürgen Locadia', 'Gökhan Töre', 'Tom Rogić', 'Omar El Kaddouri', 'Giovanni Moreno', 'Borja Mayoral Moya', 'Alan Kardec de Souza Pereira Junior', 'Ashley Barnes', 'Yannick Gerhardt', 'David Zurutuza Veillet', 'Antonín Barák', 'Lukas Podolski', 'Carlos Eduardo de Oliveira Alves', 'Andy Delort', 'Federico Mancuello', 'Nicolai Jørgensen', 'Carlos Alberto Tevez', 'Divock Origi', 'Nacer Chadli', 'Daniel Nii Tackie Mensah Welbeck', 'Gustavo Leonardo Bou', 'Vadis Odjidja-Ofoe', 'Jean-Eric Maxim Choupo-Moting', 'Cenk Tosun', 'Raúl Alonso Jiménez Rodríguez', 'Bryan Cristante', 'Gaëtan  Laborde', 'Wylan Cyprien', 'Antonio Sanabria', 'Ross Barkley', 'Michael Gregoritsch', 'Valter Birsa', 'Augusto Matías Fernández', 'Sergio Enrich Ametller', 'Cristhian Ricardo Stuani Curbelo', 'Sami Khedira']
Node (2, 5): ['André-Pierre Gignac', 'Bastian Schweinsteiger', 'Mario Gómez García', 'Vedad Ibišević', 'Niclas Füllkrug', 'Simon Terodde', 'Jackson Martínez', 'Christian Benteke Liolo', 'Fernando Javier Llorente Torres', 'Haris Seferović', 'Ádám Szalai', 'Sam Vokes', 'Sandro Ranieri Guimarães Cordeiro', 'Borja González Tomás', 'Gaëtan Charbonnier', 'William Alves de Oliveira', 'Andreas Evald Cornelius', 'Enzo Crivelli', 'Ricardo Jorge Vaz Té', 'Evandro Sérgio Rochedo Paulino', 'Deniz Kadah', 'Kamil Wilczek', 'Ilombe Mboyo', 'Emil Berggreen', 'Alberto Cerri', 'Juan Ignacio Mercier', 'Henok Goitom', 'Kris Boyd', 'Javier Güemez López', 'Nabil Ghilas', 'Bengali-Fodé Koita', 'Guillermo Federico Molins Palmeiro', 'Lukas Jutkiewicz', '염기훈 廉基勋', 'Renato Neto Cardoso Porto', 'Aleksandar Pešić', 'Bruno Manuel Araújo Braga', 'Besart Berisha', 'Víctor Manuel Casadesús Castaño', 'Roberto Andrés Ovelar Maldonado', 'Aziz Bouhaddouz', 'Denis Stracqualursi', 'Sulley Ali Muntari', 'Anco Jansen', 'Francisco José Sandaza Asensio', 'Marc Janko', 'Ezequiel Rescaldani', 'Rubenilson dos Santos da Rocha', 'Colin Kazim-Richards', 'Tom De Sutter', 'Eduardo Herrera Aguirre', 'Wilfried Kanga', '長泽 骏', 'Chukwuemeka Ademola Amachi Aneke', 'Jay Bothroyd', 'Joaquim Araújo Delgado', 'Thamsanqa Aubrey Gabuza', 'Dani Schahin', 'Greg Tansey', 'Ralf Seuntjens', 'Daniel  Omoya Braaten', 'Łukasz Wolsztyński', 'Milan Đurić', 'Mamadou Thiam', 'Ramon Lopes de Freitas', 'Jürgen Gjasula', 'Javier Andrés Parraguez Herrera', 'Serges Flavier Mbilla Etame', '山村 和也', 'Nabil Bahoui', 'Atdhe Nuhiu', 'Daryl Murphy', 'Luiz Philipe Lima de Oliveira', 'Jael Ferreira Vieira', 'Andrew Wooten', 'Rodrigo Millar', '김신욱 金信煜', 'Renato Peter Rochela Costa', 'Farès Bahlouli', 'Mustapha Yatabaré', 'Carlos Ariel Luna', 'Tomi Jurić', 'Charlison Benschop', 'Pål Alexander Kirkevold', 'Danny Graham', 'Obbi Oularé', 'Dániel Böde', 'Tobías Figueroa', 'Bradley Johnson', 'Zinho Gano', 'Ghislain Gimbert', 'Amir Derviševič', 'Baptiste Guillaume', 'Charlie Adam', 'Gabriel Martín Peñalba', 'Nicolás Aguirre', 'Henri  Lansbury', 'Dejan Lekić', 'Souleymane Doukara', 'Jonathan  Walters', 'Martyn Waghorn', 'Leon Clarke', 'Silvestre Manuel Gonçalves Varela', 'Connor Wickham', 'Adlène Guédioura', 'Andrey Galabinov', 'Ionuț Cristian Săpunaru', 'Kalifa Coulibaly', 'Santiago Martín Silva Olivera', 'Hugo Mariano Pavone', 'Ariel Gerardo Nahuelpán Osten', 'Lex Immers', 'Cristian Ignacio Herrera Pérez', 'Nikica Jelavić', 'Alexander Sørloth', 'Alessio Cerci', 'Raúl Bobadilla', 'Raphael Holzhauser', 'Julian Schieber', 'Bruno Petković', 'Paulao Paulo Junqueiras Couto', '郜林', 'Markus Rosenberg', 'Ross McCormack', 'Robert Žulj', 'Kristiano Samuel Armenteros Nunez Mendoza Jansson', 'Nicklas Bendtner', 'Tom Huddlestone', 'Deivson Rogério Da Silva', 'José Leonardo Ulloa', 'Marcelo Martins Moreno', 'Siem de Jong', 'Hamdi Harbaoui', 'Omar Sebastián Pérez', 'Yevhen Seleznyov', 'Eren Derdiyok', 'Lukas Hinterseer', 'Fernando Matías Zampedri', 'Laurent Depoitre', 'Makhete Diop', 'Milan Škoda', 'Stefano Okaka Chuka', "Dame N'Doye", 'Anderson Patric Aguiar Oliveira', 'Vitor Frezarin Bueno', 'Adis Jahović', 'Milton Joel Caraglio', 'Hélton Luiz Celanova Vieira', 'Alexander Meier', 'Claudio Miguel Pizarro Bossio', 'Philip Billing', 'Esteban Paredes', 'Ricardo José Vaz Alves Monteiro', 'Michael Krmenčík', 'Steve Mounié', 'Jozy Altidore', 'Julio Furch', 'Luiz Phellype Luciano Silva', 'Jonathas de Jesus Maurício', 'Nicolás Castillo', 'Andrea Petagna', 'Ander Iturraspe Derteano', 'Andreas Samaris', 'Islam Slimani', 'Andy Carroll', 'Konstantinos Mitroglou', 'John Guidetti', 'Felipe Salvador Caicedo Corozo', 'João Alves de Assis Silva', 'José Gustavo Sand', 'Ramón Ábila', 'Klaas-Jan Huntelaar', 'Guillaume Hoarau', 'Artem Dzyuba', 'Santiago Damián García Correa', 'Borja Iglesias Quintas', 'Lucas David Pratto', 'Vicente Iborra de la Fuente', 'David López Silva', 'Luuk de Jong', 'Olivier Giroud', 'Bas Dost', 'Gerard Piqué Bernabéu']
Node (3, 7): ['Andreas Granqvist', 'André Ramalho Silva', 'Alexander Scholz', 'Alessandro Nuno Vaz Laranjeiras', 'Marius Valerică Găman', 'Jorge Pietro Carvalho Porfírio', 'Riccardo Maniero', 'Juan Aguilera Aguilera Núñez', 'Yangel Herrera', 'Dylan McGowan', 'Chris Martin', 'Fabian Serrarens', 'Carlos Ruiz Aránega', 'Thanos Petsos', 'Vincenzo Rennella', 'Josepablo Monreal', 'Dennis Srbeny', 'Leandro Nicolás Díaz', 'Ricardo  Clark', 'Sindrit Guri', 'Mart Lieder', 'Luis Nery Caballero Chamorro', 'Benjamin Kessel', '李昂', 'Ryan Taylor', 'Mamadou Coulibaly', 'Lee Novak', 'Karol Świderski', 'Philip Haglund', 'Enis Hajri', 'Adam Marciniak', 'Tomasz Hołota', 'Karim Guédé', 'Charles Pickel', 'Georgiy Melkadze', 'Eder Ricardo Steer Lara', 'Sammy Skytte', 'Philipp Prosenik', 'Bendik Bye', 'Mohammed Al Saiari', 'Josh Dasilva', 'Jason Kennedy', 'Toumani Diagouraga', 'Martin Spelmann', '冯卓毅', '于大宝', 'Tim Payne', 'Callum Slattery', 'Marcus Bean', '小川 大貴', 'Robbie Simpson', 'Peter Vincenti', 'Elliott Collier', 'Ali Hassan Al Asmari', 'Mikkel Mena Qvist', 'Efkan Bekiroglu', 'Matty Willock', 'Isaiah Osbourne', '최현태 崔玄态', 'Javier Alonso Bello', 'Andrea Tabanelli', 'James Dunne', 'Oscar Iván Balanta Mosquera', 'Mikael Mandron', 'Thomas Ephestion', 'Andriamirado Andrianarimanana', 'Simen Kind Mikalsen', 'Darian MacKinnon', 'Marko Maletić', 'Garry Buckley', 'Magnus Andersen', 'Robert Milsom', 'Hiram Boateng', 'Quentin Bena', 'Sasa Kalajdzic', 'Fabian Piasecki', "John-Joe O'Toole", 'Oliver Abildgaard', 'Bjarke Jacobsen', 'Birama Ndoye', 'Erik Israelsson', 'Alessandro Deiola', 'Lee Miller', 'Kean Bryan', 'Benjamin Stokke', 'Dino Islamovic', 'Piotr Parzyszek', 'Tim Albutat', 'Eric Smith', 'Matty Lund', 'Romuald Lacazette', 'Tsiy-William Ndenge', 'Rafał Augustyniak', 'Pascal Schürpf', '박기동 朴基栋', 'Abou-Malal Ba', 'René Klingenburg', 'Tom Naylor', 'Ibrahim Alhassan', 'Abdullah Al Salem', 'Ole Käuper', 'Jordan Rossiter', 'Jesús Eduardo Zavala Castañeda', '董学升', 'Jérémy Blayac', 'Nicolai Næss', 'Ulrik Yttergård Jenssen', 'Davy Frick', '유주안 Ju An You', 'Alejandro López de Groot', 'Berat Sadik', 'Warren Creavalle', '赵旭日', 'John Mousinho', '이종성 李忠成', 'Simone Pasa', 'Jaílson Marques Siqueira', 'Sebastián Óscar Jaime', 'Martin Pušić', 'Thomas Lam', 'Michael Smith', 'Patrick Mortensen', 'Nick Proschwitz', 'Manuel Konrad', 'Chris Shields', 'Gilles Arnaud Sutchuin Djoum', 'Roman Procházka', 'Lorenzo Valerio Rosseti', 'Diego Mendoza', 'Apostolos Vellios', 'Alex Král', 'Edgar Bruno da Silva', 'Tomáš Pekhart', 'Pierrick Valdivia', 'Josip Radošević', 'Lucas Mariano Bareiro', 'Linus Hallenius', 'José Raúl Gutiérrez Parejo', 'Perry Kitchen', 'Germán Gustavo Herrera', 'Joseph Akpala', 'Christophe Lepoint', 'Romain Vincelot', 'Simeon Slavchev', 'Kevin Rafael Escamilla Moreno', 'Alvaro Felipe Césped Lártiga', 'Yan Brice Eteki', 'Borja Granero Niñerola', 'Steve Morison', 'Jeff Larentowicz', 'Dorukhan Toköz', 'Matthías Vilhjálmsson', 'Damien Marcq', 'Bjørn Paulsen', 'Gary Madine', '髙橋 秀人', 'Elohim Rolland', 'Filip Kiss', 'Liam Ridgewell', 'Paddy McNair', 'Perr Schuurs', 'Şamil Çinaz', 'Francisco Jiménez Tejada', 'Mehdi Mostefa Sbaa', 'Oriol Riera Magem', 'Anselmo Túlio Marques Barni', 'Tomáš  Necid', 'Łukasz Trałka', 'Marko Jevtovic', 'Michiel Kramer', 'Simone Damiano Grippo', '森重 真人', 'Stefan Šćepović', 'Carl Medjani', 'Carlos Agustín Farías', 'Josip Elez', 'Hörður Björgvin Magnússon', 'Marcin Kamiński', 'Paolo Duval Goltz', 'Roman Hubník', 'Chancel Mbemba', 'Björn Engels', 'José Manuel Rodríguez Benito', 'Stefano Denswil', 'Aleksandar Dragović', 'Vlad Chiricheş', 'Benedikt Höwedes', 'Shkodran Mustafi', 'Ronaldo  Aparecido Rodrigues', 'Nicolás Hernán Otamendi']
Node (0, 4): ['Dante Bonfim da Costa Santos', 'Guillermo Alfonso Maripán Loaysa', 'Renato Civelli', 'Bernardo José Espinosa Zúñiga', 'Julio Leonardo Dourado de Freitas', 'Mateo Pavlović', 'Andreu Fontàs Prat', 'Enzo Pablo Roco Roco', 'Jean-Sylvain Claude Babin', 'Jagoš Vuković', 'Javier Marcelo Gandolfi', 'Arturo Mina', 'Uğur Demirok', 'James  Collins', 'Jair Pereira Rodríguez', 'Jonathan Pablo Bottinelli', 'Martín Maximiliano Mantovani', 'Alex Martin Frandeira Álvares', 'Diego Arturo Peralta González', 'Marco Natanel Torsiglieri', 'Dan Burn', 'Raphael Rossi Branco', 'Facundo Adrián Erpen', 'Albert Dorca Masó', 'Gastón Campi', 'Michael Hefele', 'Nehuén Mario Paz', 'Léo Lacroix', 'Federico Mancinelli', 'Hugo Armando Campagnaro', 'Volkan Fındıklı', 'Isaac Sackey', 'Steven  Taylor', 'Maciej Dąbrowski', 'Daniel Gordon', 'Markus Karl', 'Stefan Thesker', 'Tomasz Jodłowiec', 'Jérémy Taravel', 'César Henrique Martins', 'Césario Marco Figueirido Pesso', 'Grégory Bourillon', 'Steven Fortès', 'Martin  Bjørnbak', 'Paul  McShane', 'Gianni Munari', 'Gonzalo Renzo Vera', 'Steven Ruprecht', 'Christopher Schorch', 'Robert Åhman Persson', 'Dylan Gissi', 'Juhani Ojala', 'Karol Mets', 'Nikolai Topor-Stanley', 'Julián Vitale', 'Steven de Sousa Vitória', 'Ousseynou Cissé', 'John Welsh', 'César Ortiz Puentenueva', 'Alan McCormack', 'Jakub Tosik', 'Francisco Sierralta', 'David Pipe', 'Nicky Hunt', 'Max Reinthaler', 'Matthew Rhead', 'Norbey Salazar Giraldo', 'Carl Dickinson', 'Hussain Al Shuwaysh', 'Dawid Sołdecki', 'Hiram Muñoz', 'Stephen McGinn', 'Mamadou Traore', 'Thiago Xavier Rodrigues Corrêa', '张笑非', 'Vince Lia', 'Miguel Ángel Aceval Muñoz', '徳永 悠平', 'Tony Craig', 'Tom Eastman', 'Ronny König', 'Ole Kittner', 'Janik Bachmann', 'Marc Pedersen', 'Urko Vera Mateos', 'Andreas Hopmark', 'Nick Kuipers', 'Kai Bülow', 'Gonzalo Alfredo Sepúlveda Domínguez', 'Ronan David Jeronimo', 'Tanju Öztürk', 'Vítor Tormena de Farias', 'Alejandro Vallejo Mínguez', 'Carl Valeri', 'Branko Ilić', 'Alan Uryga', 'Rodolph Austin', 'Jan Löhmannsröben', 'Markus Lackner', 'Ted van de Pavert', 'André Hainault', 'Luis Madrigal', 'Mijat Marić', '박한빈 朴限彬', '孙捷', 'Miroslav Čovilo', 'Jerold Promes', 'Mouhamadou-Naby Sarr', 'Juan Patiño', 'Kirk Broadfoot', 'Mateo Barać', 'Mustafa Akbaş', 'Themistoklis Tzimopoulos', '권경원 权敬源', 'Berat  Djimsiti', 'Maurice Trapp', 'Menno Koch', 'Daniele Capelli', 'Filipe Joaquim Melo Silva', 'Nahuel Valentini', 'Shane Lowry', 'Andrej Lukić', 'Harold Oshkaly Cummings Segura', 'Scott Cuthbert', 'Alejandro Andrés Contreras Daza', 'Peter Hartley', 'Zakaria Diallo', 'Mikel Villanueva', 'Edin Cocalić', 'Michael Jakobsen', 'Avraam Papadopoulos', 'Gordan Bunoza', 'Bjarne Thoelke', 'Matthew Jurman', 'Carlos Arnoldo Salcido Flores', 'Patrick Erras', 'Viktor Elm', 'Larry Vásquez', 'Jason Shackell', 'Marcin Ryszard Wasilewski', 'Juan Ignacio González Ibarra', 'Iago Azevedo dos Santos', 'Jonas Olsson', 'Nuno André da Silva Coelho', 'Alexandros Tziolis', 'Danny Post', 'Adam Bodzek', 'Patrick Bauer', 'Borja Fernández Fernández', 'Kári Árnason', 'Igor Rossi Branco', 'Osvaldo Alexis González Sepúlveda', 'Jefferson De Jesus Santos', 'Santiago Vergini', 'Aly Ghazal', 'Tommy Elphick', 'Miloš Kosanović', 'Atınç Nukan', 'Roderick J. Gonçalves Miranda', 'Gabriel Eduardo Achilier Zurita', 'Jon Ander Garrido Moracia', 'Néstor Ezequiel Ortigoza', 'Jurgen  Mattheij', 'Igor Lewczuk', 'João Ricardo da Silva Afonso', 'Andrés Cadavid', 'Osmar Ibáñez Barba', 'Daniel Pedro Calvo San Román', 'Paulo César Da Silva Barrios', 'Aymen Abdennour', 'Aythami Artiles Oliva', 'Larrys Mabiala Destin', 'Diego Ângelo de Oliveira', 'André Hoffmann', 'Domingos Sousa Coutinho Meneses Duarte', 'Francisco José Olivas Alba', 'Kyle Bartley', 'Tom Lees', 'Jonathan Schunke', 'Dimitrios Siovas', 'Paolito Jesus Serra Fonseca', 'Vito Wormgoor', 'Nicolas Lombaerts', 'Matej Mitrović', 'Ron Vlaar', 'Bruno Eduardo Regufe Alves', 'Bruno Martins Indi', 'Mike van der Hoorn', 'Vegard Forren', 'Jérémy Sorbon', 'Andreas Bjelland', 'Guillermo Burdisso', 'Sebastian Prödl', 'Miguel Ángel Britos Cabrera', 'Alexandru Epureanu', 'Hugo Goiteira Regalo', 'Alejandro Gálvez Jimena', 'Christophe Berra', 'Ilya Kutepov', 'Yunis Abdelhamid', 'Stefan Mitrović', 'Benoît Poulain', 'Nicolás Gabriel Sánchez', 'Daniele Bonera', 'Pedro Alcalá Guirado', 'Rolando Jorge Pires da Fonseca', 'Gustavo Daniel Cabral Cáceres', 'Andrea Ranocchia', 'Eric Fernando Botteghin', 'José Luis Palomino', 'Carlos Gilberto do Nascimento Silva', 'Abdoulaye Touré', 'Jonathan Ramón Maidana', 'Nicolas Pallois', 'José Miguel da Rocha Fonte', 'Mamadou Sakho', 'Jannik Vestergaard', 'Maicon Pereira Roque', 'Raúl Michel Melo da Silva', 'Ezequiel Marcelo Garay', 'Federico Julián Fazio']
Node (8, 9): ['Enrique García Martínez', 'Alfreð Finnbogason', 'Charles Dias De Oliveira', 'José Salomón Rondón Giménez', 'Jonathan Calleri', 'Aleksandar Prijović', 'Nicolás Blandi', 'Charlie Austin', 'Alberto Paloschi', 'Abderrazak Hamdallah', 'Guido Carrillo', 'Florian Niederlechner', 'Robert Berić', 'Diego Falcinelli', 'Ilija Nestorovski', 'Ricky van Wolfswinkel', 'Kelechi Iheanacho', 'El-Hadji Baye Oumar Niasse', 'Habib Diallo', '석현준 玄铉俊', 'Yaya Sanogo', 'Josip Mišić', 'Riccardo Meggiorini', 'Nélson Miguel Castro Oliveira', 'Renaud Emond', 'Gary Hooper', 'Christian Gytkjær', 'Moise Kean', 'Ludovic Ajorque', 'Hernán Barcos', 'Roberto Carlos Gutiérrez Gamboa', 'Simon Gustafson', 'Oliver McBurnie', 'Ezequiel Ávila', 'Dejan Damjanović', 'Serhou Guirassy', 'Thiago Santos Santana', 'Kyle Lafferty', 'Álvaro Vázquez García', 'Mickaël Le Bihan', 'Rijad Bajić', 'Alexandre Garcia Guedes', 'Alfredo Ortuño Martínez', 'Claudio Daniel Bieler', 'Lukas Spalvis', 'Bruno Daniel Castro Moreira', 'Dejan Sorgić', 'Te Se Chong', 'Theoson Jordan Siebatcheu', 'Idrissa Sylla', 'Artur Sobiech', 'Kévin Fortuné', 'Gleidionor Figueiredo Pinto Júnior', 'Gianmarco Zigoni', 'Kenan Kodro', 'Juan José Narváez', 'Patrick Hoban', 'Petteri Forsell', 'Issam Jebali', 'Kristoffer Barmen', 'Aaron Seydel', 'Rai Vloet', 'Johnatan Opoku', 'Kevin Kabran', 'Leandro Putaro', 'Julius Düker', 'João Klauss de Mello', 'Zian Flemming', 'Adaílton dos Santos da Silva', 'Nathaël Julan', 'Djordje Jovanović', 'Ian Henderson', 'Douglas da Silva Vieira', 'Pascal Testroet', 'Hugo Leonardo Silva Serejo', '谭龙', 'Ikechukwu Uche', 'Danny Hylton', '江坂 任', 'Marcos Álvarez', '川又 堅碁', 'Ignatius Ganago', 'Zander Mateo Cassierra Cabezas', 'Leke James', 'Johannes Wurtz', 'Gianni Bruno', 'Iván David Rivas Mendoza', 'David Nugent', 'Alexander  Toft Søderlund', 'Gastón Nicolás Reniero', '渡邉 千真', 'Marcus Ingvartsen', 'Nikola Stojiljković', 'Adama Niane', 'Fernando Aristeguieta', 'Kubilay Kanatsızkuş', 'Rachid Alioui', 'Vanderley Dias Marinho', 'George Ţucudean', 'Yoann Touzghar', 'Komnen Andrić', 'Paulo Henrique Carneiro Filho', 'Rodrigo Cunha Pereira de Pinho', 'Federico Rafael González', 'Håvard Kallevik Nielsen', 'Jeremy Bokila', 'Erik Falkenburg', 'Dominic Solanke', 'Bryan Róchez', 'Tomer Hemed', 'Emanuele Calaió', 'Evgeniy Shakhov', 'Andy King', 'Sam Lammers', 'Ömer Hasan Şişmanoğlu', 'Alexander Alegría Moreno', 'Jackson Irvine', 'Joel Tagueu', 'Túlio Sebastião Sandoiro Baumer', 'Ohikhuaeme Anthony Omoijuanfo', 'Rafael Guimarães Lopes', 'Fernando Andrade dos Santos', 'Leonardo Javier Ramos', 'Walter Rodrigo González Sosa', 'Guillaume Gillet', 'Apostolos Giannou', 'Marek Bakoš', 'Jefferson Andrés Duque Montoya', 'Franko Andrijašević', 'Umut Bulut', 'Ismaël Bangoura', 'Cristian Menéndez', 'Martín Cauteruccio', 'Samuel Di Carmine', "M'Baye Leye", 'Marvin Ducksch', 'Artem Kravets', 'Christian Santos', 'Samuele Longo', 'Alessandro Matri', 'Ibrahima Baldé', 'Sebastián Sáez', 'Javier Correa', '지동원 池东沅', 'Mevlüt Erdinç', 'Stipe Perica', 'Orlando Carlos Braga de Sá', 'Carlos Gabriel González Espínola', 'Michel Vlap', 'Rômulo Roberto Calsede Caiado', 'David Leonardo Castro Cortés', 'Santiago Comesaña Veiga', 'Joel Pohjanpalo', 'Demba Ba', 'Billy Sharp', 'Douglas Chagas Matos', 'Mehdi Abeid', 'Filip Đorđević', 'Anthony Ujah', 'Lucas Barrios', 'Steven Naismith', 'Ángelo José Rodríguez Henry', 'Michael Jhon Ander Rangel Valencia', 'Rouwen Hennings', 'Federico Macheda', 'Enrique Gallego Puigsech', 'Cyle Larin', 'Sergio Floccari', 'Artem Besedin', 'Federico Javier Santander Mereles', 'Carlos Fernández Luna', 'Leandro Damião da Silva dos Santos', 'Lebo Mothiba', 'José Luis Sanmartín Mato', 'Júlio Carolino Tavares', 'Tim Matavž', 'Diafra Sakho', 'Sergio Guardiola Navarro', 'Vincent Janssen', 'Gonzalo Julián Melero Manzanares', 'Gonçalo Mendes Paciência', 'Sebastián César Helios Ribas Barbato', 'Khouma El Hadji Babacar', 'Papiss Demba Cissé', 'Oribe Peralta Morones', 'Nemanja Nikolić', 'Nemanja Maksimović', 'Abel Mathías Hernández Platero', 'Mattia Destro', 'Francisco Sol Ortiz', 'Jean-Eudes Aholou', 'Germán Ezequiel Cano', 'Krzysztof Piątek', 'Łukasz Teodorczyk', 'Aluísio Chaves Ribeiro Moraes Júnior', 'Facundo Ferreyra', 'Emmanuel Gigliotti', 'Davie Selke', 'Raúl de Tomás Gómez', 'Roberto Inglese', 'Chris Wood', 'Leonardo Pavoletti', 'Dyego Wilverson Ferreira Sousa', 'Lorenzo Morón García']
Node (1, 8): ['Gary Cahill', 'Rasmus Bengtsson', 'Javier Fabián Toledo', 'Jesús Olmo Lozano', 'Chris Antônio Farminhão Dias', 'Markus Halsti', '韩鹏', '이윤표 李云彪', 'Federico Piovaccari', 'David Otto', 'Reo Griffiths', 'Scott Boyd', 'Juan Sánchez Purata', 'Luca Pfeiffer', 'Mahmoud Eid', '丁捷', 'Vadaine Oliver', '李圣龙', 'Aurélien Scheidler', 'Innes Cameron', 'Luther Archimède', 'Mohammed Attiyah', 'Yagoub Mustafa', 'Guoyuan Yang', 'Marco Ramkilde', '崔京明', '王军', '谢维军', 'Felipe Acosta', 'Sam Jamieson', 'Ger Pender', 'Daniel Pedrosa Loureiro', 'Fabián González', 'John Sullivan', 'Tomás Attis', "Nicholas D'Agostino", 'Alibek Aliev', 'David Webster', '小林 友希', 'Michaël Nilor', 'Michael John Flynn', 'Adolfo Hernández', '澤 昌克', 'Julian Kristoffersen', 'Yuriy Yakovenko', 'Ishmael Miller', 'Diego Abella', 'Mazen Ali Abu Shararah', 'Iacopo La Rocca', 'Antony Kay', 'Santiago Patiño', 'Mark Sifneos', 'Luke Charman', 'Rasmus Nicolaisen', 'Nicola Sutter', 'Azar Karadas', 'Gianluca Simeone', 'Tomáš Čvančara', 'Calum Dyson', 'Rubén Sánchez Pérez', 'Santiago Ormeño', 'Adrian Dabasse', 'Stefan Milošević', 'Oskar Zawada', 'Aaron Wilbraham', 'Marc Richards', 'Brandon Vazquez', 'Muhammed Kiprit', 'Sekou Gassama Cissokho', 'Salvatore Monaco', 'Dennis Eckert', 'Amaar Ali Al Dohaim', '곽광선 郭桄善', '杜威', 'Johannes Aigner', 'Stefan Meusburger', 'Sinan Bakış', '권한진 权玄进', 'Sascha Mölders', 'Jermaine Beckford', 'Gonzalo Rubén Castillejos', 'Aloísio Soares Neto', 'Luis Manuel Narváez Pitalúa', '豊田 陽平', 'Ramiro Costa', 'Tiago David Janeiro Caeiro', 'Julio César Cascante Solórzano', 'Terrence Boyd', 'Ched Evans', 'Emir Kujović', 'Niklas Backman', 'Aurélien Collin', 'Lourival Adnan Diniz Prazeres', 'Felipe Aliste Lopes', 'Daniele Gastaldello', 'Thomas Heurtaux', 'Wallace Reis da Silva', 'Oleksandr Kucher', 'David Braz de Oliveira Filho']
Node (5, 4): ['Carlos Roberto Izquierdoz', 'Filip Benković', 'Ivan Ordets', 'Erik Berg', 'Chad Marshall', 'Walker Zimmerman', 'Ceyhun Gülselam', 'Bernardo Víctor Cruz Torres', 'Timothy Derijck', 'Robin Pröpper', 'Marco Modolo', 'Malik Tchokounté', 'Tom Pettersson', 'Miguel Flaño Bezunartea', 'Klaus Gjasula', 'Gonzalo Cacicedo Verdú', 'Neyder Lozano', 'Michael Bostwick', 'Joonas Tamm', 'Lukas Gugganig', 'Noah Sonko Sundberg', 'Dominik Stroh-Engel', 'Pål Erik  Ulvestad', 'William Tchuameni', 'Dayron Mosquera', 'Gold Omotayo', 'Jacob Pepper', 'Chris Porter', 'Felipe Jaramillo Velásquez', 'Kornel Osyra', 'Marco Königs', 'Moritz Fritz', 'Tomáš Chorý', 'Leigh Broxham', '김정야 金贞亚', 'Patrick Bürger', 'Simon Piesinger', 'Tom Pope', 'Mateusz Matras', 'Iván Márquez Álvarez', 'Paulo Bernard Zanon Regalo', 'Tim Wendel', 'Adebayo Akinfenwa', 'Ziyad Al Sahafi', 'Amos Youga', 'Damian van Bruggen', 'Nicolás Palacios Vidal', 'Toni Wachsmuth', 'Danilson da Cruz Gomes', 'Simon Makienok Christoffersen', 'Matt Smith', 'Ivan Kecojević', 'Stefan Kutschke', 'Mitchell te Vrede', 'Ramiro González', 'Eric Mathoho', 'Elton Matheus Marques Paiva', 'Jordy  de Wijs', '이재성 李在成', 'Alex Wilkinson', 'Bismar Acosta', 'Mark Beevers', 'Marco Hartmann', 'Christopher Jullien', 'Tomás Cardona', 'Ryan Shawcross', 'Pablo Marí Villar', 'Motaz Hawsawi', 'Carlos Hernández Alarcón', 'Diego Braghieri', 'Andrés Felipe Correa Osorio', 'Emiliano Velázquez', 'Lasse Sobiech', 'Curtis  Davies', 'Aden Flint', 'Matías Nicolás Caruzzo', 'Sergio Postigo Redondo', 'Joachim Andersen', 'Serigne Modou Kara Mbodji', 'Víctor Laguardia Cisneros', 'Pedro Henrique Pereira da Silva', 'Alejandro Donatti', 'Marcelo Antônio Guedes Filho']
Node (3, 5): ['Lewis Dunk', 'Pablo Renan dos Santos', 'Marc-Oliver Kempf', 'Daniel Sánchez Ayala', 'Diogo Filipe Monteiro Pinto Leite', 'Ludovic Lamine Sané', 'Çağlar Söyüncü', 'Chidozie Collins Awaziem', 'Aurélien Chedjou', 'Alexander Nahuel Barboza Ullúa', 'Victor Emanuel Aguilera', 'Davit Khotcholava', 'Ahmet Çalık', 'Leiton Jiménez', 'Josué Humberto Gonçalves Leal Sá', 'Nikola Maraš', 'Óscar Cabezas', 'Cédric Yambéré', 'Michael Hector', 'Luis Quintana', 'Joseph Attamah', 'Nikola Katić', 'Ionuţ Nedelcearu', 'Ahmed El Messaoudi', '장현수 张贤秀', 'Alan Jonathan Patrício Botelho', '戴琳', 'Paweł Dawidowicz', 'José Vítor Moreira Semedo', 'Nils Röseler', 'Sérgio Romeo Marakis', 'Ibrahima Conté', 'Tomás Nicolas Nuninho Alfaro', 'Eriq  Zavaleta', 'Michał Nalepa', '황기욱 黄起旭', 'Ibrahima Camará', 'Darryl Lachman', 'Douglas Bergqvist', 'Bonke Innocent', 'Darius Charles', 'Lars Nieuwpoort', 'Hardy Fabián Cavero Manan', 'Ben Kantarovski', 'Marcos Minetti', '좌준협 左峻协', 'Nicolás Díaz', 'Nico Rinderknecht', 'Jhoan Sebastián Ayala Sanabria', '박정수 朴钟洙', '高嘉润', 'Anthony Ikedi', '李思琦', 'Rasmus Hjorth Vinderslev', '路尧', 'Victor Ekani', '刘英臣', 'Alexandros Gogić', 'Prince Emmanuel Doudu Besea', 'Florian Sittsam', 'Yahya Otayn', '王寿挺', 'Ruon Tongyik', 'Marius Lode', 'Delphin Tshiembe', 'Marvin Bartley', 'Sören Eismann', 'Brandon Baiye', 'Vernon De Marco', 'Franck Kanoute', '野上 結貴', 'Rodney Kongolo', 'Osman Çelik', 'Daniel Stanese', 'Paul Fadiala Keita', 'Marcus Hansson', 'Timothée Dieng', 'Regan Poole', 'Frankie Kent', 'Geisson Perea', 'Lukas Jäger', 'Javier Vet', 'Curtis Nelson', 'Oumar Solet', 'Franck Boya', '정현철 荣炫澈', 'Darren McGregor', 'Ulrich Taffertshofer', 'Jack Fitzwater', '임종은 林宗垠', 'Bastián San Juan Martínez', 'Fabrício Silva Dornellas', 'Johanna Omolo', 'Jack Hendry', 'Mathieu Baudry', 'Manjrekar James', 'Raúl Andrés Osorio Medina', 'Danny Wilson', 'Antonio Mlinar Delamea', 'Patrick Ziegler', 'Andrés Sebastián Robles Fuentes', 'Jérémy Choplin', 'Jakob Glesnes', 'Matt Clarke', 'Miguel Ángel Torrén', 'Efetobore Ambrose Emuobo', 'Merveille Bope Bokadi', 'Fábio Rafael Rodrigues Cardoso', 'Alef dos Santos Saldanha', 'Benjamín Kuscevic', 'Syam Ben Youssef', 'Saberto Josué Botelho Rios', 'Ignacio Canuto', 'Jozo Šimunović', 'Lukáš Hejda', 'Dimitrios Kolovetsios', 'Samir Memišević', 'Giuseppe Bellusci', 'Ashley Williams', 'Chris Basham', 'Serge Wilfried Kanon', '홍정호 洪正好', 'Jaine Stiven Barreiro Solis', 'Alberto Guitián Ceballos', 'Duje Ćaleta-Car', 'John Egan', 'Merih Demiral', 'Mamadou Loum', 'Carlos dos Santos Rodrigues', 'Jean-Armel Kana-Biyik', 'Maurício de Carvalho António', 'Kevin Wimmer', 'Wesley Hoedt', '吉田 麻也', 'Manuel Marouan da Costa Trinidade', 'Jemerson de Jesus Nascimento', 'Mouctar Diakhaby', 'Souleymane Bamba', 'Lisandro Magallán', 'Giancarlo González Castro', 'Armando Izzo', 'Yerry Mina', 'Willi Orban', 'Rúben Alves Dias', 'Mattia Caldara', 'Daniele Rugani']
Node (7, 2): ['Yevhen Konoplyanka', 'Gregoire Defrel', 'Fabian Johnson', 'Nicolai Müller', 'Simão Alvin Acunha Bardini', 'Rodrigo Sebastián Palacio', 'Pablo Maffeo Becerra', '武磊', 'Robert Kenedy Nunes do Nascimento', 'João Pedro Geraldino dos Santos Galvão', 'Lee Nguyen', 'Anthony Knockaert', 'Nicola Sansone', 'Sofiane Hanni', 'Aaron  Lennon', 'Mijat Gaćinović', 'Da Conceição Fernando Henrique', 'Romain Hamouma', 'David Brooks', 'Alper Potuk', 'Darwin Machís', 'David Jason Remeseiro Salgueiro', 'Anthony Mounier', 'Matheus Fellipe Costa Pereira', 'Jorge Franco Alviz', 'Ryan Thomas', 'İrfan Can Kahveci', 'Diego Rolán', 'Justin Kluivert', 'Sam Larsson', 'Jonathan Matías Urretaviscaya da Luz', 'Youssef Aït Bennasser', 'Carles Aleñá Castillo', 'Jefferson Antonio Montero Vite', 'Lucas Zelarayán', 'Florian Kainz', 'Danilo das Neves Pinheiro', 'Solly March', 'Yasin Öztekin', 'Daniel João Santos Candeias', 'Joel Obi', 'Pedro K. Medina da Silva', 'Jan Kopic', 'Davidson da Luz Pereira', 'Samuel Grandsir', 'Gil Bastião Dias', 'Hannes Wolf', 'Denis Bouanga', 'Koffi Cheikh Konaté', 'Lorenzo António Melgarejo Sanabria', 'Matěj Vydra', 'Luca Waldschmidt', 'Abdul Rahman Baba', 'Yoric Ravet', 'Bernard Mensah', 'Harvey Lewis Barnes', 'Pietro Maurício Mendes Abranches', 'Abdelaziz Barrada', 'Brian Fernández', 'José Ignacio Peleteiro Ramallo', 'Bersant Celina', 'Miler Alejandro Bolaños Reascos', 'Ola John', 'Daniel Pacheco Lobato', 'Aras Özbiliz', 'Manuel Pucciarelli', 'Fernando Martín Forestieri', 'Julián Omar Ramos Suárez', 'Arbër Zeneli', 'Antonino Ragusa', 'Mislav Oršić', 'Bassem  Srarfi', 'Romário Ricardo da Silva', 'Joan Isaac Cuenca López', 'Nawaf Shaker Al Abid', 'Zinedine Ferhat', 'Jean-Christophe Bahebeck', 'Nicolás Iván González', 'Nuno Miguel Gomes dos Santos', 'Kasper Kusk Vangsgaard', 'Hárold Santiago  Mosquera Caicedo', 'Moussa Doumbia', 'Gennaro Tutino', 'Agustín Allione', 'Özer Hurmacı', 'Lucas  Andersen', 'Rajiv van La Parra', 'Anastasios Chatzigiovanis', 'Douglas Pereira dos Santos', 'Cristian Oscar Bernardi', 'Serdar Gürler', 'Luca Garritano', 'José Antonio Reyes Calderón', 'Izet Hajrović', 'Nikola Moro', 'Ivan Oblyakov', 'Eirik  Ulland Andersen', 'Tiago Alves Sales', 'Mohamed Fouzair', 'Mathias Autret', 'Edgar Prib', 'Nemanja Mihajlović', 'Macario André Louro Padilha', 'Domilson Cordeiro dos Santos', 'David Moberg Karlsson', 'Tom Weilandt', 'Eduardo López', 'Ayman Ashraf', 'Matías Nicolás Rojas Romero', "Youssouf M'Changama", 'Luis Ezequiel Ibáñez', 'Rafhael Lucas Oliveira da Silva', 'Gary Tello', 'André Green', 'Patrick Burner', 'Albert Guðmundsson', 'Thomas Touré', 'Jan Repas', 'Paulo Bernard Daineiro Cruz', 'Leonardo Morosini', 'José Yordy Reyna Serna', 'Enrico Brignola', 'Jimmy Medranda', 'Romain Del Castillo', 'Clifford Aboagye', 'Nikola Dovedan', "Opa N'Guette", 'Filippo Falco', 'Stefan Aigner', 'Estéfano Arango González', '문선민 蒙善民', '김승대 金承大', '曹赟定', 'Petr Ševčík', 'Ainsley Maitland-Niles', 'Yerson Candelo Miranda', 'Arnaud Lusamba', 'Riad Nouri', 'Jesús Antonio Isijara Rodríguez', 'Bryan Rabello', 'Robin Lod', 'André Filipe Alves Monteiro', 'Adryan Oliveira Tavares', 'Ömer Bayram', 'Jeff Reine-Adélaïde', 'Samuel Chukwueze', 'Diogo Filipe Guerreiro Viana', 'Massimo Bruno', 'João Rafael Brito Teixeira', 'Andrés Felipe Andrade Torres', 'Myziane Maolida', 'Daley Sinkgraven', 'Romain Philippoteaux', 'Wayne Routledge', 'Jonny Hayes', 'Musa Nyatama', 'Wellington Silva Sanches Aguiar', 'Moussa Djenepo', 'Younes Namli', 'António Manuel Pereira Xavier', 'Jefferson Savarino', 'Bryan Linssen', 'Christoph Knasmüllner', 'Nuno Miguel da Costa Jóia', 'Marco Sau', 'Roland Sallai', 'Allano Brendon de Souza Lima', 'César Falletti', 'Daniel Álvarez López', 'Jeison Lucumi', 'Ryder Matos Santos', 'Dimitris Limnios', 'Nicolás Santiago Bertolo', 'Rogerio De Assis Silva Coutinho', 'Paul Joseph Arriola Hendricks', 'Hassane Bandé', 'Dmitriy Kombarov', 'Derley Gonzo', 'Renato João Saleiro Santos', 'Youssef Msakni', 'Tunay Torun', 'Bubacarr Trawally', 'Maximilian Mittelstädt', 'Manuel Leonardo Conceição Paes', 'Corentin Jean', 'Simon Zoller', 'Tjaronn Chery', 'Carlos Carbonero', 'Thomas Goiginger', 'Ahmad Benali', 'Jacob Murphy', 'Roberto Ibáñez Castro', 'Lucas Robertone', 'Bobby Reid', 'Aiden McGeady', 'Adrien Regattin', 'Adalberto Peñaranda', 'Anthony Limbombe Ekango', 'Robin Gosens', 'Adrien Hunou', 'Amilton Minervino da Silva', 'Luis Fernando Díaz Marulanda', 'Marcel Heller', 'Pedro Miguel Martins Santos', '久保 裕也', 'Fredy Hinestroza Arias', 'Valentin Stocker', 'Juan Edgardo Ramírez', 'Jaílton Alves Miranda', 'Pere Milla Peña', 'Gustavo Rafael Lobateiro Gomes', 'Ezequiel Osvaldo Cerutti', 'Wesley Saïd', 'Jeferson Fernandes Macedo', 'Emiliano Buendía', 'Gustavo Rafael Outomouro Tófoli', 'Álvaro José Jiménez Guerrero', 'Bruno Alexandre Vieira Almeida', 'Pedro Rocha Neves', 'Riccardo Orsolini', 'Rubén García Santos', 'Adem Büyük', 'Víctor Rodríguez Romero', 'Tom Ince', 'Ivo Tiago dos Santos Rodrigues', 'Daniel Raba Antolin', 'Ferrán Torres García', 'Bart Ramselaar', 'Andy Aryel Najar Rodríguez', '鎌田 大地', 'Steven Skrzybski', 'Luca Siligardi', 'Juan Ezequiel Cuevas', 'Samuel Sáiz Alonso', 'Sébastien Corchia', 'Jordon  Ibe', 'Lucas Rodríguez', 'Dominick Drexler', 'Lucas Emanuel Gamba', 'João Jimmy Plata Cotera', 'Bruno Ferreira Bonfim', 'Sibusiso Vilakazi', 'Alexandru Ionuţ Mitriţă', 'Emmanuel Dennis', 'Sabin Merino Zuloaga', 'Roger Krug Guedes', 'Matías Zaracho', 'Guilherme Arana Lopes', 'Ramadan Sobhi', 'Kauã Ricardo Abranches Simões', 'Matías Cabrera', 'Nicolas De Préville', 'Camillo Ciano', 'Gabriel Agustín Hauche', 'Gianluca Caprari', 'Renato Ribeiro Calixto Aguiar', 'Filip Đuričić', 'Leonardo Miguel Garcia Caldeira', 'Cecilio Domínguez', 'Jacson João Zonta Filho', 'Nicolás Benedetti Roa', 'André Filipe Luz Horta', 'Nicolas Benezet', 'Hélder Wander Sousa Azevedo Costa', 'Jairo Samperio Bustara', 'Aatif Chahechouhe', 'Matías Gustavo Alustiza', 'David Junior Hoilett', 'Abdul Majeed Waris', 'Giorgi Chakvetadze', 'Iván López Álvarez', 'Ademola Lookman', 'Martin Terrier', 'Zakaria Labyad', 'Nicolae Claudiu Stanciu', 'Demarai Gray', 'João Carlos Vilaça Teixeira', 'Nikola Vlašić', 'Rubén Castro Martín', 'Rachid Ghezzal', 'Christopher Paolo César Hurtado Huertas', 'Borja Valle Balonga', 'Diego Biseswar', 'Víctor Alfonso Guzmán Guzmán', 'Christian Alberto Cueva Bravo', 'Danilo Cataldi', 'Jarlan Barrera', 'Vladislav Ignatiev', 'Amin Younes', 'Oussama Idrissi', 'Fábio Santos Martins', 'Sergio Gontán Gallardo', 'Andrés Felipe Roa Estrada', 'Ciro Rius', 'Nanitamo Jonathan Ikoné', 'Marcus Coco', 'Yassine Benzia', 'Gaël Kakuta', 'Georges-Kévin Nkoudou', 'Luciano Vietto', 'Adilson Patrick Edrada Pereira', 'Alejandro Romero Gamarra', 'Alberto Grassi', 'Louis Schaub', 'Marcel Risse', 'Ömer Ali Şahiner', 'Marko Rog', "Théo Bongonda Mbul'Ofeko Batombo", 'Miloš Ninković', 'Fabrio Sandro Farinha Donatelo', 'Junior Stanislas', 'Rubén Sobrino Pozuelo', 'Fernando Daniel Belluschi', 'Christopher Nkunku', 'Josip Brekalo', 'Fredy Henkyer Montero Muñoz', 'Ondrej Duda', 'Aaron Hunt', 'Mirco Antenucci', 'Jack Grealish', 'Alejandro Berenguer Remiro', 'Óscar Romero', 'Robbie Brady', 'Adrien Thomasson', 'Yann Karamoh', 'Sebastián Marcelo Blanco', '武藤 嘉紀', 'Balázs Dzsudzsák', 'Matteo Darmian', 'Eduardo Vargas', 'Josué Filipe Soares Pesqueira', 'Adrián Embarba Blazquez', 'Ayoze Pérez Gutiérrez', 'Daniel Olmo Carvajal', 'Héldon Augusto Almeida Ramos', 'Jakub Jankto', 'Jesé Rodríguez Ruiz', 'Juan Miguel Jiménez López', 'Luciano Federico Acosta', 'Patrick Herrmann', 'Miguel Arturo Layún Prado', 'Florent Mollet', 'Munir El Haddadi', 'Daler Kuzyaev', 'Filip Krovinović', 'Aleksey Miranchuk', 'Emre Akbaba', 'Matt Ritchie', 'Mehdi Carcela-González', 'Mathieu Dossevi', 'Claudio Nuno Coíntra Calegari', 'Daniel Andre Sturridge', 'Ángel Luís Rodríguez Díaz', 'Francisco Alcácer García']
Node (8, 8): ['Martin Hinteregger', 'Nyasha Liberty Mushekwi', 'Fabian Klos', 'Sebastian Polter', 'Julian Börner', 'Petar Škuletić', 'Gianluca Litteri', 'Adama Valentin Diomande', 'Marcus Pedersen', 'Juan Caicedo', 'Léandre Tawamba', 'Lee Gregory', 'Alexandre Geijo Pazos', 'Daniel Keita-Ruel', 'Will Bruin', 'Ernesto Torregrossa', 'Carlos Strandberg', 'Peniel Kokou Mlapa', 'Juan Manuel Delgado Lloria', 'Billy Kee', 'Patrick Friday Eze', 'Grejohn Kyei', 'Uche Ikpeazu', 'Simone Rapp', 'Kristian Fardal Opseth', 'Łukasz Burliga', '指宿 洋史', 'Viktor Prodell', '이종호 李俊浩', 'Jesús Godínez', 'Jannik Pohl', 'Alexander Kolev', 'Stefan Payne', 'Gerrit Wegkamp', '铃木 武藏', 'Ollie Palmer', 'Armand Gnanduillet', 'Stephen Humphrys', 'Adrian Grbic', 'Ángel García Cabezali', 'Amadou Bakayoko', '유준수 刘俊树', 'Colin Daniel', 'Matt Simon', 'Sterling Yatéké', 'Peter Godly Michael', 'Mitchell Rose', 'Junior Morias', 'JJ Williams', '孙铂', 'Mërgim Berisha', 'Charles Lokoli-Ngoy', 'Steffen Tigges', 'Mohammed Majrashi', 'Kevin Scheidhauer', 'Tarsis Bonga', 'Noah Okafor', 'Jabo Ibehre', 'Anton-Leander Donkor', 'Jamille Matt', 'Mattias Håkansson', 'Ismahil Akinade', 'Yoann Axel Arquin', 'Ibrahim Sissoko', 'Deniz Hümmet', 'René Guder', 'Brandon Hanlan', 'Jhon Vásquez', 'Maximiliano Salas', 'Roberts Uldrikis', 'Arthur Gnahoua', 'Oumare Tounkara', 'Calvin Andrew', 'Thomas Bröker', 'Lenell John-Lewis', 'Jorge Luis Ramos Sánchez', 'Jakub Bartosz', 'Petar Slišković', 'Vamara Sanogo', 'Mikael Boman', 'Mitchell Duke', 'Germán Berterame', 'Jamie Proctor', 'Conor Sammon', 'Ryan Bowman', 'Thomas Olivier Amang', 'Morgan Ferrier', 'Orhan Ademi', 'Jordan Bowery', '朱建荣', 'Frank Nouble', 'Giacomo Beretta', '양준아 梁准我', 'Markus Pink', 'Umut Nayir', 'Julien Ngoy', 'Reuben James Reid', 'Gerson Rodrigues Gouveia', 'Jakub Řezníček', 'Eero Markkanen', '이광선 李光善', 'Simon Brandstetter', 'Michael Omoh', 'Keinan Davis', 'Aliou Coly', 'Ellis Harrison', 'Isaac Vassell', 'John Akinde', 'Curtis Main', 'Frantzdy Pierrot', 'Blessing Eleke', 'Andy Cook', 'Mathias Fetsch', 'Per Frick', 'Jay-Roy Grot', 'Ebenezer Assifuah', 'Juan Dinenno', 'Max Ehmer', 'Eliser Evangelista Quiñónes Tenorio', 'Alhassane Keita', 'Mikael Uhre', 'Kwang Ryong Pak', 'Timmy Thiele', 'Kyle Vassell', 'Karamoko Cissé', 'Víctor Aquino', 'Stiven Plaza', 'João Pedro Pereira dos Santos', 'Tom Elliott', 'Lyle Taylor', 'Fakhereedine Ben Youssef', 'Wellington Luís de Sousa', 'Yakou Meité', 'Erling Braut Håland', 'C.J. Sapong', 'John Verhoek', 'Zdeněk Ondrášek', 'Sory Kaba', 'Josh Magennis', 'Adriano Grimaldi', 'Alexander Jeremejeff', 'Pape Sané', 'Kieffer Moore', 'Cillian Sheridan', 'Philipp Hofmann', 'Agustín Vuletich', "Silvère Ganvoula M'boussy", 'Stefano Moreo', 'António Manuel Fernandes Mendes', 'Carlos Javier Acuña Caballero', 'David Pisot', 'Liam Boyce', 'Mathias Abero', 'Florian Kamberi', 'Sokol Çikalleshi', 'Taiwo Awoniyi', 'Piotr Celeban', 'Ridge Munsy', 'Asier Villalibre Molina', 'Manuel Schäffler', 'Matteo Carlo Ardemagni', 'Lucas Eduardo Santos João', 'Mayron Antonio George Clayton', "Ande Dona N'Doh", 'Kenneth Dahrup Zohorè', 'Henk Veerman', 'Carlos Vinícius Alves Morais', 'Cameron Jerome', 'Rudy Gestede', 'Giorgi Kvilitaia', 'Jelle Van Damme', 'Georgiy Dzhikiya', 'Kurt Happy Zouma', 'Chris Smalling', 'Sokratis Papastathopoulos', 'Janni-Luca Serra']
Node (3, 3): ['Álvaro González Soberón', 'Ignasi Miquel i Pons', 'Jérémy Gélin', 'Fabio Pisacane', 'Steeven Willems', 'Michael Parkhurst', 'Juan José Ciércoles Sagra', 'Marcos Mauro López', 'Jean-Charles Castelletto', 'Immanuel Höhn', 'David García Zubiria', '王燊超', 'Benjamin Van Durmen', 'Orhan Ovacıklı', 'George Saunders', 'Sebastián Javier Rodríguez Iriarte', 'Jean Ruiz', 'Silas Gnaka', 'Juan de Dios Prados López', 'Joaquim Claude Gonçalves Araújo', 'Aristote Nkaka', 'Konstantin Engel', 'Sepp van den Berg', 'Harun Alpsoy', 'Diamond Thopola', 'Oğuzhan Berber', 'Miguel Loureiro Ameijenda', 'Maxim Leitsch', 'Niklas Landgraf', 'João Gervásio Bragança Moutinho', 'Tashan Oakley-Boothe', 'Grégoire Puel', 'Sandro Ingolitsch', 'Alan Mauricio Moreno Ávalos', 'Oliver Skipp', '島田 譲', 'Ivan Ljubić', 'Jordan Tillson', 'Diego Hernández Barriuso', 'Ángel Moreno Morcillo', 'Carlos Isaac Muñoz Obejero', 'Benedikt Kirsch', 'Taylor Moore', 'Jeppe Arctander Moe', 'Liam Nolan', 'Alejandro Altuna', 'Matthias Kühne', 'Grzegorz Wojtkowiak', 'Jair Alberto Díaz Vázquez', 'Craig Alan Woodman', 'Wilson Piñones', 'Nils Rütten', 'Onni Valakari', 'Reece Hutchinson', 'Anirudh Thapa', 'Matt Worthington', 'Jared Bird', 'Mateusz Radecki', 'Justin Schau', 'Garland Gbellé', 'Lewis Hardcastle', 'Jan Holldack', 'Vicente Fernández', 'Abdulrahman Al Dawsari', 'Lee Desmond', 'Muhammad Abdul Fallatah', '椎橋 慧也', 'Samuel Adrian', 'Ismail Musalami', 'Nahuel Gallardo', 'Vangelis Theocharis', 'Felix Hörberg', "Liam O'Neil", 'Kacper Michalski', 'Valentin Vanbaleghem', 'Colm Horgan', 'Diego Gustavo Ferraresso Scheda', 'Ross Callachan', 'Adolfo Domínguez', 'Majed Kanabah', '정동윤 郑东尹', 'Josh Tymon', 'Cian Harries', 'Billy Bingham', 'Mikkel Frankoch', 'Keaghan Jacobs', 'Jorge Matias Araya Pozo', 'Ashley Baker', 'Clint Essers', 'Sven Sprangler', 'Kilian Jakob', 'Antonio Perera Calderón', 'Johan Vásquez', 'Luis Perea Hernández', 'Francis Manuel Mac Allister', 'Maciej Ambrosiewicz', 'Maximilian Bauer', 'Marcelo Herrera', 'Doğan Erdoğan', 'Lee Hodson', 'Brandon Haunstrup', 'Abdel Malik Hsissane', 'Anfernee Dijksteel', 'Boris Sekulić', 'Sandrino Braun', 'Jacob Davenport', 'Óscar Antonio Bernal López', 'Terell Thomas', 'Stiven Vega', 'Guillermo Soto', 'Florian Brügmann', 'Omenuke Mfulu', 'Jonathan Scherzer', 'Sebastian Ring', 'Hassan Essa Jafry', 'Roger Figueras Ballart', 'Nico Rieble', 'Lewis Travis', 'Connor Maloney', 'Tolga Ünlü', 'Eden Massouema', 'Pablo Lima', 'Carlos Enrique Rentería Olaya', 'Krystian Bielik', 'Gersom Klok', 'Federico Dimarco', 'Abdullah Al Khaibari', 'Raúl Llorente Raposo', 'Luis Antonio Martínez Jiménez', 'Rekeem Harper', 'Jamerson Santos de Jesus', 'François Affolter', 'Patrick Schorr', 'Giuseppe Loiacono', 'Bruno da Silva Fonseca', 'Yohann Demoncy', '이동수 李东洙', 'Javier Méndez', '赵宏略', 'Rubén Cepeda', 'Sean Hoare', 'Olivier Custodio Da Costa', 'Kasper Enghardt', 'Azor Matusiwa', 'Hysen Memolla', 'Jur Schryvers', 'Carlos Benavídez', '髙橋 峻希', '박이영 朴易扬', 'Martin Valjent', 'Dominic Ball', 'Hervé Matthys', '宮原 和也', 'Arno Verschueren', 'Stefano Marzo', 'Vitaly Janelt', 'Kenji-Van Boto', 'Aykut Çeviker', 'Callum Elder', 'Max Dombrowka', 'Fahd Moufi', 'Yacine Bourhane', 'Jack David Hingert', 'Lucas Ariel Villarruel', 'Tristan Dekker', 'Braian Rivero', 'Matías Vera', 'Salvador Ferrer Canals', 'Philipp Wiesinger', 'Yohn Géiler Mosquera Martínez', 'Okechukwu Azubuike', 'Jakub Żubrowski', 'Quirin Moll', 'Christian Schwegler', 'Kenny Dougall', 'Omar Israel Mendoza Martín', 'Christian Dorda', 'Raimundo Rebolledo', '守田 英正', 'Álex Quintanilla Urionabarrenetxea', 'Karlo Bručić', 'Vasilije Janjičić', 'Chris Durkin', 'Juan Andrada', 'Jean-Kévin Duverne', 'Milan Massop', 'Edison Vega', 'Wout Droste', 'Barış Yardımcı', 'Eduard Campabadal Claros', 'Ibrahima Cissé', 'Óscar Valentín Martín Luengo', 'Mauricio Zenteno', 'Mamadou Bagayoko', 'Mark van der Maarel', 'Cristian Manea', 'Johan Kappelhof', 'Tomás Martins Podstawski', 'Lucas Diarte', 'Aldo Corzo', 'Pantelis Hatzidiakos', 'Luis Felipe Fernandes Rodrigues', 'Przemysław Szymiński', 'Jimmy Giraudon', 'Alex Ferrari', 'Fernando Meza', 'Mykola Matviyenko', "Kévin N'Doram", 'José Ignacio San Román Canciani', 'Nicolás Carreño Suárez', 'David Omar Rodríguez Barrera', 'Cristian Fernando Suarez Figueroa', 'Nuno Miguel Prata Coelho', 'Pau Francisco Torres', 'Jhon Lucumi', 'Fernando Calero Villa', 'Fallou Diagne', 'Vasco Herculano Salgado Cunha Mango Fernandes', 'Mapou Yanga-Mbiwa', 'Adam Webster', 'Lisandro Martínez', 'Adrian Mariappa', 'Lévy Koffi Djidji', 'Rob Holding', 'Fabian Lustenberger']
Node (8, 5): ['Daniel Ginczek', 'Seydou Doumbia', 'Matheus Jadson Vidigal Morais', 'Juan Marcos Foyth', 'Aboubakar Kamara', 'Benik Afobe', 'Oussama Darfalou', 'Joaquín Matías Ardaiz de los Santos', 'Mamadou Koné', 'Wanderson de Macedo Costa', 'Zakarya Bergdich', 'Osayamen Osawe', 'Umar Sadiq', 'Kacper Przybyłko', 'Emeka Friday Eze', 'Marco Djuricin', 'Hadi Sacko', 'Emmanuel Apeh', 'Aké Loba', 'Tesho Akindele', 'Olmes García', 'Raúl José Asencio Moraes', 'Joseph Mendes', 'Oswal Andrés Álvarez Salazar', 'Tyrese Campbell', 'Fabian Reese', 'Dereck Kutesa', 'Duckens Nazon', '邦本 宜裕', 'Tim Söderström', 'Oliver Drost', 'Ayo Akinola', 'Sondre Sørløkk', 'Luca Forte', 'Maciej Górski', 'Michael Eberwein', 'Bright Osayi-Samuel', 'Mujahid Al Mania', 'Joseph Champness', 'Fitim Azemi', 'Arsène Elogo', 'Camilo Melivilú', 'Craig Wighton', 'João Diogo Alves Rodrigues', 'Romario Williams', 'Mustapha Bundu', 'Aboubakary Kanté', 'Silas Wamangituka', 'Dolly Domingos Menga', 'Ryan Mmaee', 'Marcus Browne', 'Kelvin Osorio', 'Melvyn Lorenzen', 'Khiry Shelton', 'Alimami Gory', 'Neftali Manzambi', 'Nito Wagner Carbelho Inácio', 'Ntsikelelo Nyauza', 'Issiaka Ouédraogo', 'Craig Curran', '배일환 裴殷焕', 'Juan Cruz Kaprof', 'Luis Marcelo Torres', 'Mason Bennett', 'Federico Bonazzoli', 'Joe Aribo', 'Youssouf Fofana', 'Güven Yalçın', 'Philemon Ofosu-Ayeh', 'Myron Boadu', 'Benjamin Halloran', 'Joseph Amoah', 'Crysan C. Queiroz Barcelos', 'Sebastián Rincón Lucumí', 'Álvaro Traver Navarrete', 'Amine Gouiri', 'Lewis Ferguson', 'Pietro Pellegri', 'Manuel Perez', 'Chris Bedia', 'Gabriele Moncini', 'Said Ahmed Said', 'Musa Barrow', 'Daniel Romera Andújar', 'Shawn Parker', 'Sergio Córdova', 'Corey Baird', 'Dylan Vente', 'Haris Duljević', 'Benjamin Tetteh', 'Armando Sadiku', 'Demba Camara', 'Álvaro Sebastián Ramos Sepúlveda', 'Florian Ayé', 'Luc Castaignos', 'Jordan Morris', 'Kabongo Kasongo', 'Jonathan David', 'Levan Mchedlidze', 'Pablo Cuadra', 'Feiver Mercado', 'Mohamed Lamine Yattara', 'Uroš Đurđević', 'Ahmed Gomaa', 'Chuba Akpom', 'André Filipe Coelho Pereira', 'Suleiman Abdullahi', 'Nilson Rafael Vilela de Brito', 'Roman Zozulya', 'Federico Melchiorri', 'Felipe Mora', 'Éderzito António Macedo Lopes', 'Jesús Vallejo Lázaro']
Node (6, 9): ['Vitorino Hilton da Silva', 'Markel Bergara Larrañaga', 'José Luis García del Pozo', 'Oliver Norwood', 'Pirmin Schwegler', 'Johannes Geis', 'Steven Davis', 'Fabien Lemoine', 'Timoteo Samuel Triano Branco', 'Sergio Pellissier', '中村 俊輔', 'Gareth Barry', 'Salvador Sevilla López', 'David Batanero Puigbó', 'Chris Brunt', 'Javier Castellano Betancor', 'Zdravko Kuzmanović', 'Thomas Nicolas Silva Rangel', 'Abdullah Ateef', 'Paul Gallagher', 'Dominik Kaiser', 'Patricio Daniel Toranzo', 'Mathieu Bodmer', 'Fabián Alberto Cubero', 'Mathías Damián Riquero Beretta', 'Ben Watson', 'Juan Alejandro Mahecha Molina', 'Jop van der Linden', 'Curtis Edwards', 'Yoëll van Nieff', "Gary O'Neil", 'Kevin Kratz', 'Ouasim Bouy', '米仓 恒貴', 'Gary Roberts', 'Davide Frattesi', 'Sergio Gil Latorre', 'Charlie Colkett', 'Alessandro Bruno', 'David Vaughan', 'Genís Montolio Lafuente', 'Aniello Salzano', 'Filippo Melegoni', 'Elias Andersson', 'James Robert Wallace', 'Arif Morkaya', '정선호 郑顺浩', 'Johnny Dunleavy', 'Derek Pender', 'Shane Tracy', 'Yong Gi Ryang', 'Miguel Santana Luna', 'Jayson Molumby', 'Danny Pugh', 'Matthew  Taylor', 'Stephen Dawson', '太田 吉彰', 'Mariusz Pawelec', 'Tom Miller', "Joey O'Brien", 'Bader Mansour Al Seliteen', 'Taylan Antalyalı', 'Diego Rosende Lagos', 'Víctor Felipe Méndez', 'Carlos Patricio Cisternas Tobar', '曹阳', 'Jonathan Stead', 'Roberto Jesús Melián Bolaños', 'Mart Ristl', 'Darijan Bojanić', '藤田 直之', '최재수 崔在洙', 'Isaac Gómez Sánchez', 'Hermes Aristóteles Romero', 'Khaled Al Samiri', 'Øyvind Storflor', 'Vito Hammershøj-Mistrati', 'Eduardo Cortina García', 'Robert Tobias Eriksson', 'Josh Ruffels', '王赟', 'Joel Byrom', '富田 晋伍', 'Onur Ayık', 'Thomas Kortegaard', 'Leonardo Miguel Freijão Jasper', 'Mattia Vitale', 'Rafał Grzyb', 'Martin Skjelbreid Ellingsen', 'Hussein Omar Abdul Ghani Sulaimani', 'Felipe Alfonso Criado', 'Rewan Amin', 'Roel Janssen', 'Lloyd James', 'Alan Power', 'David Fox', 'Sandi Lovric', 'Iván Vásquez', 'Cristian Agnelli', 'Robert Klaasen', 'William Vitved Kvist Jørgensen', 'Ousseynou Thioune', 'Donny Gorter', 'Anthony Le Tallec', '永木 亮太', 'David Perkins', 'Ever Jorge Rodeiro Selva', 'Jose Luís García Vayá', 'Chris Lines', 'Alberto Joshimar Acosta Alvarado', 'Ander Guevara Lajo', 'Harry Shipp', '阿部 勇樹', 'Edenildo Eloi Lagoas Regalo', "Baye Mayoro N'Doye", 'Narcisso Elias Mau de Faria', 'Servando Carrasco', 'James Coppinger', 'Jérémy Clément', 'Karim Azamoum', 'Ryan Taylor', 'Erik Friberg', 'Alan Judge', 'Julian von Haacke', 'Pablo Ignacio Corral Mondaca', 'Estevão Danilo Rios Chiamulera', 'Niki  Dige Zimling', 'Juan José Camacho Barnola', 'Éverton Luiz Guimarães Bilher', 'Federico Gino', 'Lasha Parunashvili', 'Alex Mowatt', 'Christian Grindheim', '今野 泰幸', 'Nordin Gerzić', 'Jon Erice Domínguez', 'Bilal Kısa', 'Dylan Louiserre', 'Matt Grimes', 'Pedro Miguel  Salgadinho Pacheco de Melo', 'Souleymane Camara', 'Darron  Gibson', 'Hernán Darío Bernardello', 'Robert Mazáň', 'Neil  Kilkenny', 'Javier Márquez Moreno', 'Scott Caldwell', 'Bennard Yao Kumordzi', 'Féthi Harek', 'Morten  Gamst Pedersen', 'Johann Ramaré', 'Filip Starzyński', 'Glenn  Whelan', 'Almen Abdi', 'Lerin Duarte', 'Christian Tiffert', 'Mustapha Diallo', 'Davy De fauw', 'Jerónimo Figueroa Cabrera', 'Rasmus Lindgren', 'Bruno Cristiano Carvalho Santos', 'Hakan Özmert', 'José Antonio García Rabasco', 'José Raúl Baena Urdiales', 'Sascha Riether', 'Matteo Brighi', 'Birama Touré', 'Clément Chantôme', 'Sébastien Roudet', 'Ramón Folch Frigola', 'Alberto Zapater Arjol', 'Julien Féret', 'Mehdi Lacen', 'André Filipe Bernardes Santos', 'Thomas Buffel', 'Sebastiano Luperto', 'Andrija Balić', 'Rodrigo Braña', 'François Bellugou', 'Josh McEachran', 'Darren  Fletcher', 'Michael Liendl', 'Matthias Lehmann', 'Benjamin Corgnet', 'Enock Kofi Adu', 'Loret Sadiku', 'Braulio Antonio Leal Salvo', 'Gerard Gumbau Garriga', 'Carlos Pita González', 'Leonardo Capezzi', 'Luis García Fernández', 'Jan Morávek', '远藤 保仁', 'David García Santana', 'Elkin Soto Jaramillo', 'Vladimir Granat', 'Marko Vejinović', 'Ryan Koolwijk', 'Vincent Manceau', 'Sergi Samper Montañá', 'Rene Krhin', 'Rasmus Elm', 'Stijn Schaars', 'Sebastian Larsson', 'Étienne Didot', 'Francisco Manuel Rico Castro', 'Bruno Saltor Grau', 'Gökhan İnler', 'Mirko Valdifiori', 'Pedro Mosquera Parada', 'Mathieu Flamini', 'Holger Badstuber', 'José Vicente Gómez Umpiérrez', 'Daniel Baier', 'Bruno  Soriano Llido']
Node (6, 7): ['Ben Mee', 'Bruno Valdez', 'Martin Kelly', 'Florentin Pogba', 'Ervin Zukanović', 'Duško Tošić', 'Yohan Benalouane', 'Jorge Pulido Mayoral', 'Nino Galović', 'Amro Tarek Abdel Aziz', 'Richard Keogh', 'Sebastian Griesbeck', 'Daniel Toribio Gutiérrez', 'Danny Fox', 'Sebastiaan Bornauw', 'James Alexander Lawrence', 'Facundo Píriz', 'José Manuel Rojas Bahamondes', 'Luke Chambers', 'Thomas Ayasse', 'Filippo De Col', 'Rudy Camacho', 'Vincent Muratori', 'Jordan Moore-Taylor', 'Lukas Boeder', 'Alexander Ludwig', 'Matteo Bruscagin', 'Jalil Anibaba', 'Richard Weil', 'Josimar Milton Feijoo Chissano', 'Martin Angha', 'Deivy Alexander Balanta Abonía', 'Daniel Cappelletti', 'Patrick Herrmann', 'Jesper Juelsgård Kristensen', 'Michael Orozco Fiscal', 'Patricio Felipe Jerez Aguayo', "Yannick M'Bone", 'Andriy Batsula', '高准翼', 'Robin van der Meer', 'Bill Tuiloma', 'Carl McHugh', 'David Andújar Jiménez', 'Nicolás Gil', 'Opa Sangante', 'Zourab Tsiskaridze', 'Daniel Bowles', 'Daniel Kvande', '石川 直樹', 'Barry Fuller', 'Adrián Hernández Montoro', 'Michael Marrone', 'Maximilian Thalhammer', 'Burim Kukeli', 'Craig Alcock', 'Patrick Posipal', 'Jadaan Al Shammari', 'James Clarke', '郑一鸣', 'Adam Buxton', 'Shane Duggan', '单鹏飞', 'Samuel Habergham', '柯钊', 'Aaron Barry', 'Dannie Bulman', 'Liam Donnelly', '蜂須賀 孝治', '张诚', 'Benjamin  Purkiss', 'Joe Partington', 'Marcin Warcholak', 'Philipp Erhardt', 'Lars Bender', 'Božo Musa', 'Michael Rose', 'Adam Örn Arnarson', 'Richard  Duffy', '小林 祐三', 'Facundo Cobos', 'Gary Miller', 'Aaron Calver', 'Jim McNulty', 'Andy Taylor', 'Ricki Lamie', 'Iván De Nova Ruiz', 'David Buchanan', 'Lukas Rath', 'Adam Craig Chambers', 'Robin Nilsson', 'Michał Koj', 'Ronald Brian Ddungu Mukiibi', 'Gary Sawyer', '赵和靖', '王林', 'Kelvin Mellor', 'Dávid Hancko', 'Stefan Gartenmann', 'Joël Abu Hanna', 'Chris Stokes', 'Alexander Langlitz', 'Borja Fernández Fernández', 'Nemanja Rnić', 'Jufain Al Bishi', 'Søren Henriksen', 'Nilson David Castrillón Burbano', 'Petar Golubović', 'Andrés Felipe Román Mosquera', 'Gauthier Pinaud', 'Christoffer Aasbak', 'Peter Tschernegg', 'Eggert Gunnthor Jonsson', 'Chima Akas', 'Sido Jombarti', 'Dean Lewington', 'Claudio Lustenberger', 'Víctor Milke', 'Scott Neville', 'Damien Perquis', '大岩 一貴', 'Naif Abdullah Hazazi', 'Adam Thompson', 'Dario Van den Buijs', 'Ousmane Sidibé', 'Javier García-Noblejas', 'Fabien Boyer', 'Léo Schwechlen', '오재석 吴宰硕', 'Aitor Fernández López', 'Guillaume Gigliotti', 'Đorđe Čotra', 'Lucas Rougeaux', 'Damien McCrory', 'Brian Easton', '우주성 朱颂佑', 'Arnold Kruiswijk', 'Miller Stiwar Mosquera Cabrera', 'Andrew Considine', 'Marco Bürki', 'Bartosz Rymaniak', 'Michael Lepe', 'Ivan Lapshov', 'Omar Beckles', 'Phil Neumann', 'Nathan Thompson', 'Néstor Vicente Vidrio Serrano', 'Pierre Bouby', 'Michael Doyle', '丸山 祐市', 'Ľubomír Guldan', 'Juan Gabriel Valverde Rivera', 'Stuart Findlay', 'João Rodolfo Botelho Maia', 'Mickaël Tacalfred', 'John Brayford', 'Magnar Ødegaard', 'Rolf Günther Feltscher Martínez', 'Christian Kum', 'José Carlos Ramírez Suárez', 'Scott Wootton', 'Freek Heerkens', 'Hans Martínez', 'Santiago Zurbriggen', 'Tom Flanagan', 'Matthew Pennington', 'Cristian Flórez', 'Romano Perticone', 'Branislav Niňaj', 'Tommie Hoban', 'Johnny Juul Thomsen', 'Bruno Godeau', 'Thomas Ebner', 'Jonathan Grounds', 'Baïssama Sankoh', 'Sergio Blázquez Sánchez', 'Zsolt Korcsmár', 'Sebastian Schuppan', 'Aqeel Al Sahabi', 'Welson Emílio Leima Garcia', 'Alejandro Damián González Hernández', 'Matthew Sadler', 'Gary Dicker', 'Russell Martin', 'Filip Dagerstål', 'Philipp Netzer', 'Andrea Gasbarro', 'Dion Malone', 'Yann Boé-Kane', 'Paul Hanlon', 'Caner Osmanpaşa', 'José Antonio Caro Martínez', 'Siebe Blondelle', 'Juan Ignacio Sills', 'Jonathan Gradit', 'Ernesto Galán Iñigo', 'Miguel Torres Gómez', 'Milan Havel', 'Wilson Kamavuaka', 'Vasil Georgiev Bozhikov', 'David Romney', 'Abdelhamid El Kaoutari', 'Adrián Diéguez Grande', 'Jordens Peters', 'Cosmin Iosif Moți', 'Dimitri Cavaré', 'Admilson E. Dias de Barros', 'Jonas Brix-Damborg', 'Nikolay Bodurov', 'Daniel Łukasik', 'Matheus Borges Domingues', 'Federico Peluso', 'Leonel Ezequiel Galeano', 'Mike te Wierik', 'Vasilios Lampropoulos', 'Pablo Alvarado', 'William Rémy', 'Salih Dursun', 'Drew Moor', 'Tomáš Hubočan', 'Erik Godoy', 'Julio César Domínguez Juárez', 'Jonathan Rivierez', 'Joris Marveaux', 'David Fernández Cortázar', 'Antonio Balzano', 'Luka Krajnc', 'Álvaro Arroyo Martínez', 'Antonio Milić', 'Carlos Andrés Ramírez Aguirre', 'Oswaldo Alanís Pantoja', 'Michael Madl', 'Olivier Deschacht', '冯潇霆', 'Aljaž Struna', 'Juan Daniel Forlín', 'Nélson Macedo Monte', 'Luca Caldirola', 'Nikola Milenković', 'Samir Caetano de Souza Santos', 'Kristian Pedersen', "Jack O'Connell", 'Alexis Ruano Delgado', 'Alejandro Bergantiños García', 'William José Tesillo Gutiérrez', 'Zainadine Chavango Júnior', 'Leandro Cabrera', 'Matías Zaldivia', 'José Alberto Cañas Ruiz-Herrera', 'Guram Kashia', 'Samuel Gigot', 'Nemanja Pejčinović', 'Tobias Strobl', 'Andrea Masiello', 'Benjamin Hübner', 'Dejan Lovren']
Node (9, 6): ['Wallace Fortuna dos Santos', 'Kyriakos Papadopoulos', 'Federico Fernández', 'Vitor Hugo Franchescoli de Souza', 'Marcelo dos Santos Ferreira', 'Ben Gibson', 'Georg Margreitter', 'Edoardo Goldaniga', 'Emanuele Terranova', 'Luís Miguel Vieira da Silva', 'William Troost-Ekong', 'Mohamed Aberhoune', 'Uroš Ćosić', 'Tobias Pereira Figueiredo', 'Antonio Aldo Caracciolo', 'Jakov Filipović', 'Rodrigo Nascimento França', 'Kevin Bonifazi', 'Rasmus Thelander', 'Harlee Dean', 'Marc Torrejón Moya', 'Jake Cooper', 'Tom Beugelsdijk', 'Rodrigo Defendi', 'Lucas Possignolo', 'Francisco Reis Ferreira', 'Marcus Danielsson', 'Miguel Barbieri', 'Lautaro Giannetti', 'Aderllan de Jesus Santos', 'Scott McKenna', 'Alessandro Bernardini', 'Sergio Andrés Mosquera Zapata', 'Yonathan Emanuel Cabral', 'Cameron Carter-Vickers', 'Diogo Alexis Rodrigues Coelho', 'Anastasios Avlonitis', 'Cédric Kipré', 'Raffaele Schiavi', 'Nemanja Ćalasan', 'Gerrit Nauber', 'Marcos Curado', 'Luke DeVere', 'Miguel Herrera', 'Theofanis Mavromatis', 'Patrick Mainka', 'Joe Rodon', 'Aleksandar Vukotić', 'Eddie Livington Segura Martínez', 'José Ignacio Pallas Martínez', 'Ali Al Bulayhi', 'Grant Hall', 'Fredrik Semb Berge', 'Nuno Miguel Adro Tomás', 'Domenico Frare', 'Bruno Sebastián Romo Rojas', 'Ozan Muhammed Kabak', '하창래 河昌莱', 'Stefan Knežević', 'Thomas Geyer', 'Abdullah Fareed Al Hafith', '三浦 弦太', 'Sean Raggett', 'Jefferson José Gómez Genes', 'Renê Ferreira dos Santos', 'Jefferson Mena Palacios', 'Jack Whatmough', 'Lion Schweers', 'Ramon Ginés Arias Quinteros', 'Gonçalo Bento Soares Cardoso', 'Hakan Çinemre', 'Andrés Murillo', 'Josh Meekings', 'Juan Rodríguez Martínez', 'Ángel Trujillo Canorea', 'Lucas de Souza Cunha', 'Simon Scherder', 'Ryan Tafazolli', 'Tomislav Božić', 'Clévid Dikamona', 'Craig Halkett', 'Ryan Edwards', '최규백 崔圭伯', 'Sebastien Uchechukwu Ibeagha', 'Fredrik Pallesen Knudsen', 'Luca Emanuel Meisl', 'Fatih Aksoy', 'Boné Uaferro', 'Brent Kallman', 'Donervon Joseph Daniels', 'Scott Wharton', 'Anthony Stewart', 'Fabian Torres', 'Mert Özyıldırım', 'Frederik Tingager', 'Leonardo Julián Balerdi Rossa', 'Connell Rawlinson', 'Brede Mathias Moe', 'Jordan Storey', 'Fernand Mayembo', 'Adam Kokoszka', 'Oswaldo León', 'Matthias Maak', 'Felix Burmeister', 'Lee Grace', 'Rasmus Lauritsen', 'Harry Lennon', 'Mohammed Salisu', '王杰', 'Florian Carstens', 'Juan Pablo Vargas Campos', 'Besim Šerbečić', 'Ryan Delaney', 'Marcus Degerlund', 'Jalen Robinson', 'Aapo Halme', 'Kyle Howkins', 'Christer  Reppesgård Hansen', 'Yann Aurel Bisseck', 'Faith Friday Obilor', 'Steven Old', "Dara O'Shea", 'Daniel Jarl', 'Daan Klomp', 'Lukas Erhan Eberhard Gottwalt', 'Luke Croll', 'Martin Rauschenberg', 'Vanja Drkušić', 'Marcelo Ortíz', 'Joaquín Novillo', 'Axel Bamba', 'Aleksandar Tsvetkov', 'Alexis Gamboa', 'Adam Mitchell', 'Patrick McClean', 'Sultan Farhan', 'Ahmet Gürleyen', 'Adam Curry', 'Furkan Zorba', 'Aleksandar Cvetković', '朱晓刚', 'Thomas Isherwood', 'Walter Scott', '尹从尧', '谢小凡', '王选宏', '蔡浩健', 'Manasse Kusu', '薛亚男', 'José Miguel Jaimes Quintero', 'Kilian Cantwell', 'Semi Belkahia', 'Paul McKay', 'Alexis Serna', 'Kristopher da Graca', 'Jesper Löfgren', 'Bartłomiej Sielewski', 'Yannis Letard', 'Víctor Cordoba', 'Robert Cornwall', 'Scott Wara', 'Ahmed Al Shamrani', 'Igor Diveev', 'Hugo Andersson', 'Alex Lacey', 'Anders Jenssen', 'Ross Sykes', 'Kyle Callan-McFadden', 'Boubakar Kouyaté', 'Aboubacar Keita', 'Alioune Camara', 'Robin Tranberg', 'Andreas Hadenius', '邱添一', 'Sean Nealis', 'Dan Casey', 'Cédric Zesiger', 'Alex Whitmore', 'Myeong Seok Go', 'Ivar Erlien Furu', 'Ben Warland', '백동규 白栋圭', 'Connor Johnson', '髙橋 祐治', 'Jannik Borgmann', 'Alexandar Borkovic', 'Mats Knoester', 'Miles Robinson', '刘洋', 'Dominik Lanius', 'Maxime Awoudja', 'Alwin Komolong', 'Andrés Felipe Arboleda Hurtado', 'Gökhan Gül', 'Steinar Ryen Strømnes', 'Graham Smith', 'Roberto Lopes', 'Harry Souttar', 'Pascal Struijk', 'Ben White', 'Markus Nakkim', '郑凯木', 'Harry Davis', 'Tim Siekman', '木本 恭生', 'Manuel Maranda', 'Alexander Groiß', 'Nicolás Bazzana', 'Edgar González Estrada', '郎征', 'Fraser Franks', 'Zak Jules', 'Francisco Delorenzi', '町田 浩樹', 'Wellington Daniel Bueno', 'Mateusz Cichocki', 'Joel Kabongo', 'Lautaro Valenti', 'Abdul Mumin', 'El-Hadji  Gana Kane', 'Jordan Turnbull', 'Mads Juel Andersen', '汪强', 'Luke McCullough', 'Sebastian Walukiewicz', 'Anthony Golec', 'Luis Marques Almeida Vieira Silva', 'Christoph Kobald', 'Nikko Boxall', 'Túlio Sebastião Carvalhal Neves', 'Andreas Skovgaard', 'Adrián Mora Barraza', 'Pietro Maronilli', 'Jack Simpson', 'Francesco Cernuto', 'Juan Gabriel Rodríguez', 'Stefano Callegari', 'Antonio Marino', 'Mohamed Ali Camara', 'Thomas Blomeyer', 'Ahmad Al Habib', 'Kevin Toner', 'Luis Ignacio Casanova Sandoval', 'Luigi Carillo', 'Felix Weber', 'Eray Cömert', '节引 一紀', 'William Bianda', 'Charlie Goode', 'Gary Warren', 'Lars Sætra', 'Justin Gerlach', 'Jaime Sánchez Muñoz', 'Daniel Cleary', 'Stephan Kofi Ambrosius', 'Héctor Damián Schmidt', 'Ali Odabas', '菅沼 駿哉', 'Abdulmohsen Fallatah', 'Willer Ditta', 'Elton Monteiro Almada', 'Modibo Sagnan', 'Michael Lüftner', 'Alfie Jones', '畠中 槙之輔', 'Abdullah Kanno', 'Joris Kramer', 'Viktor Tranberg', 'Benjamin Hansen', 'Matthieu Sans', 'Michał Marcjanik', 'Joaquín Varela', '김동우 金东佑', '한용수 汉永苏', 'Maxence Derrien', 'Rod McDonald', 'Nicolás Thaller', 'Anton  Ferdinand', '박태홍 朴台洪', 'Stian Rode Gregersen', 'Joe Wright', 'Jostein Gundersen', 'Abdullah Mohammed Madu', 'Daniel Suárez García Osorio', 'Christophe Psyché', 'Jesiel Cardoso Miranda', 'Joakim Nilsson', 'Carlos Cuesta', 'Nathan Cameron', 'Jean-Pierre Rhyner', 'Ryan Sweeney', 'Derek Cornelius', 'Lorenzo Gonnelli', 'Mateusz Wieteska', 'Armando Obispo', 'Senou Coulibaly', 'Robert Kiernan', 'Vegard Bergan', 'Luka Bogdan', 'Maximiliano Ortíz', 'Saeed Awadh Al Yami', 'Doneil Henry', 'Formose Mendy', 'Delio Ojeda', 'Alex Crognale', 'Tim Rieder', 'Dominic Volkmer', 'Igor Julio dos Santos de Paulo', 'Marlon Rangel de Almeida', 'Deian Boldor', 'Lasse Nielsen', 'Matías Javier Blázquez Lavín', "Darren  O'Dea", 'Maximiliano Caufriez', 'Mohammed Salem', '千葉 和彦', 'Rubén Ramírez', 'Paweł Bochniewicz', 'Sikou Niakaté', 'Érick Alan Pimentel Benavides', 'Jonathan Campbell', 'Mark McKenzie', 'Sandesh Jhingan', 'Michele Fornasier', 'Alim Öztürk', 'Mario Booysen', 'Joel Ekstrand', 'Zidane Mebarakou', 'Damion Lowe', 'Markus Wostry', 'Ousmane Kanté', 'José Luis Moreno', 'Éric Vandenabeele', 'Benoît Badiashile Mukinayi', 'Alan Lithgow', 'Adam Sušac', 'Gabriel dos Santos Magalhães', 'Michael  Sollbauer', 'Bartosz Kopacz', 'Eder Castañeda Botia', 'Kai Heerings', 'Krystian Pearce', 'Sander Fischer', 'Leonardo Escorcia', 'Luis Francisco Romo Barrón', 'Kasper Pedersen', 'Edoardo Lancini', 'José Antonio Martínez Gil', 'William Saliba', 'Marc Endres', 'Kasper Larsen', 'Thomas Rogne', 'Dorian Dervite', 'Franz Brorsson', 'Vladan Adžić', 'David Bates', '황현수 黄贤秀', 'Baptiste Aloé', 'Błażej Augustyn', 'Adam Jackson', 'Matthew Kilgallon', 'Emanuele Padella', 'Jake Buxton', 'Dario Del Fabro', 'Noë Dussenne', 'Leandro Freire de Araújo', 'Dries Wouters', 'Daniel Høegh', 'Thomas Meißner', 'Jonatan Tollås Nation', 'Jean-Claude Billong', 'Dimitrios Goutas', 'Joseph Baffoe', 'Tobias Müller', 'Lorenco Šimić', 'Abdoul Ba', 'José Manuel Sánchez Guillén', 'Marco Perrotta', 'Bruno Caldini Perone', 'Biagio Meccariello', '김민혁 金珉赫', 'Hedgardo Marín', 'Dan Peter Ulvestad', 'Aníbal Araújo Capela', 'Sonny Bradley', 'Hjörtur Hermannsson', 'Jake Wright Sr.', 'Malcolm Cacutalua', 'Ícaro do Carmo Silva', 'Ante Puljić', 'Diego Díaz', 'Andrew Gravillon', 'Jesper Verlaat', 'Jack Elliott', 'Toni Borevković', 'Messias Rodrigues Silva Jr.', 'Jannik Müller', 'Mathias Wittek', 'Richárd Magyar', '中谷 进之介', 'Angus MacDonald', 'Konstantinos Mavropanos', 'Trevor Trevisan', 'Patrick Fabian', 'Ali Gabr', 'Byron Webster', 'Even Hovland', 'Manuel Fernández', 'Axel Sjöberg', 'Hichem Belkaroui', 'Julian Chabot', 'Davinson Alexi Monsalve Jiménez', 'Marc Roberts', 'Felipe Francisco Macedo', 'Marcos Senesi', 'Néstor Moiraghi', 'Nikita Chernov', 'Sadık Çiftpınar', 'Kevin Kraus', '岩波 拓也', 'Ondřej Mazuch', 'Jorge Filipe Oliveira Fernandes', 'Timo Beermann', 'Sebastian Neumann', 'Sébastien Aymar Bassong Nguena', 'Goran Milović', 'Richard Stearman', 'Emiliano Amor', 'Jake Clarke-Salter', 'Romain Brégerie', 'Simen Søraunet Wangberg', 'David Wheater', 'Adolphe Teikeu', 'Jack Hobbs', 'Gustav Valsvik', 'Michele Cremonesi', 'Buhle Mkhwanazi', 'José David Moya Rojas', 'Robin Bormuth', 'Stéphane Sparagna', 'Jarosław Fojut', 'Sören Gonther', 'Carlos Labrín', 'Román Aureliano Torres Morcillo', 'Ertuğrul Ersoy', 'Artur Jorge Marques Amorim', 'Júlio César de Freitas Filho', 'Marcelo Silva', 'Emanuel Loeschbor', 'Michele Camporese', 'Stefan Posch', 'Mehdi Jean Tahrat', 'Alessandro Tuia', 'Gastón Sauro', 'Kevin Danso', 'Igor Plastun', 'Tim Kister', 'Jérôme Junior Onguéné', 'Ronald Raldes Balcázar', 'Esteban Ariel Saveljich', 'Chey Dunkley', 'Christian Alberto Vilches González', 'Joe Worrall', 'Massimo Volta', 'Assani Lukimya-Mulongoti', 'Carlos Gutiérrez González', 'Luciano Renato Barbosa Baumer', 'Grant Hanley', 'Heitor Edvaldo Zanon Barros', 'Mathieu Peybernès', 'Dominic Maroh', 'Hauke Wahl', 'Norbert Gyömbér', 'Mattias Bjärsmyr', 'Stylianos Malezas', 'Matteo Bianchetti', 'Uroš  Radaković', 'Allison Alan Sireo Milazar', 'Lorenzo Ariaudo', 'Lazar Rosić', 'Wilker José Ángel Romero', 'Nathan Baker', 'Gianluca Mancini', 'Marios Oikonomou', 'Thiago Rangel Cionek', 'Marcos Nascimento Teixeira', 'Mërgim Mavraj', 'Fabricio Fontanini', 'Lukáš Štetina', 'Artem Shabanov', 'Bruno Uvini Bortolança', 'Claiton Machado dos Santos', 'Dino Arslanagic', 'Papiss Mison Djilobodji', 'Abdoulaye Ba', 'Molla Wagué', 'Frederico André Ferrão Venâncio', 'Fabio Lucioni', 'Francesco Vicari', 'Saúl Salcedo', 'Per Karlsson', 'Dorian Dessoleil', 'Ricardo Miguel Moreira da Costa', 'Diego Francisco Viera Ruiz Díaz', 'Mykyta Burda', 'Sean Morrison', 'Sébastien Dewaest', 'Fabiano Elton Sonta Pessoa', 'Bram Nuytinck', 'Yevhen Khacheridi', 'Thulani Hlatshwayo', 'Yordan Hernando Osorio Paredes', 'Rodrigo Ely', 'Filip Helander', 'Ricardo José Araújo Ferreira', 'Luca Rossettini', 'Matías Agustín Silvestre', 'Gian Marco Ferrari', 'Winston  Reid', 'André Almeida Pinto', 'Edinaldo Gomes Pereira', 'Robin Knoche', 'Sebastian Langkamp', 'Ermin Bičakčić', 'Kamil Glik']
Node (6, 6): ['Serdar Taşçı', 'Phil Jagielka', 'Nick Bakker', 'Lampros Kontogiannis', 'Pietro Beruatto', 'Sam Bone', 'Gael Kakudji', 'Marin Šverko', 'Ibrahim Drešević', 'Cezary Stefańczyk', 'Japhet Tanganga', 'Bryan Passi', 'Micah Richards', 'Pol García Tena', 'Ali Turan', 'Felipe Trevizan Martins', 'Santiago Juan Gentiletti Selak', 'Andrea Barzagli']
Node (0, 6): ['Jermain  Defoe', 'Nemanja Radoja', 'Giampaolo Pazzini', 'Arnaldo Edi Lopes da Silva', 'Pierre-Yves Hamel', 'Adriano Montalto', 'Lucas Luciano Medeirão Hoffman', 'Andrea Pinamonti', 'Eduardo David Espiau Hernández', 'Norberto Briasco', 'Marco Firenze', 'Metehan Güçlü', 'Luciano Pons', 'Ľubomír Tupta', 'Fabián Agustín Dávila Silva', 'Rubén Enri Garcia', 'Nazareno Bazan', '梁学铭', 'Gabriele Gori', 'Foster Langsdorf', 'Zachary Herivaux', 'Leonardo Espinoza', 'Michael Folivi', 'Muhammet Sait Özvardar', 'Muhammed Emin Balcılar', 'Meris Skenderović', 'Marcos Baselga García', 'Jonathan Carlos Herrera', 'Francisco de Borja Domingo Domingo', 'Giacomo Vrioni', 'Makhtar Gueye', 'Tiago Vanderlei Fagundes Fachini', 'Alfio Oviedo', 'Fraser Hornby', 'Rubén Mesa Visiga', 'Juan José Calero Sierra', 'Francesco Verde', 'Ryan Moon', 'Uxío Da Pena Gutiérrez', 'Juan Delgado Sirvent', 'João Miguel Ferreira Rodrigues', 'Marco Tumminello', 'Oussama Abdeldjelil', 'Óscar Arribas Pasero', 'Sergio Buenacasa Alba', 'Samed Yeşil', 'Sergio Moreno Martínez', 'Antoine Rabillard', 'Dillson Robson Teixeiro Loto', 'Leonardo Vaca', 'Iuliano Wagner Alfaro Azevedo', 'Hugo Duro Perales', 'Shkelqim Demhasaj', 'Caíque Venâncio Lemes', 'Ahmed Abdu Jaber', '石原 直樹', 'Pablo Alvarenga', 'Miguel Ángel Merentiel Serrano', 'Stefano Scappini', 'Bruno Fernandes Nunes', 'Steven Petkov', 'Daniel Escriche Romero', 'Santy Ngom', 'Nicolás Vélez', 'Jonas Nietfeld', 'Jason Cummings', 'Paulo Clemente Ventura Raimundo', 'Federico Matías Falcone', 'Jhon Cifuente', 'Junior Gabriel Arias Cácerers', 'Gaetano Monachello', 'Alfredo Horacio Stephens Francis', 'Chris Wondolowski', 'Higor Inácio Platiny de Oliveira Rodrigues', 'Massimo Coda', 'Írven Ávila', 'Jon Bautista Orgilles', 'Glenn Murray']
Node (0, 8): ['Sebastian De Maio', 'Alexander Martín Marquinho Callens Asín', 'Esteban Rodrigo Burgos', 'Oliver Hüsing', 'Michael Morrison', 'Carlos Alberto Henao Sánchez', 'Steven Birnbaum', 'Harold Moukoudi', 'Lucas Tagliapietra', 'Hueglo dos Santos Neris', 'Tomislav Mrčela', 'Luis Miguel Payares Blanco', 'Albert Alejandro Acevedo Vergara', 'Denys Bain', 'Fabrizio Poli', 'Mikey Devlin', 'Christopher Handke', 'Lucas Alves de Araujo', 'Francesco Cosenza', 'Frédéric Brillant', 'Adam Mohamad El-Abd', 'Maximilian Rossmann', 'Jorge Segura', 'Frédéric Bong', 'Alessandro Ligi', 'Anton Krešić', 'Rory McArdle', 'Kortne Ford', 'Olivier Verdon', 'Andy Butler', 'Hendrik Hansen', 'Ryan Porteous', 'Nahuel Ferraresi', 'Josef Welzmüller', '한희훈 韩献熙', 'Yiğithan Güveli', 'Sultan Al Mutairi', 'Cameron Burgess', 'Fawaz Mohammed Fallatah', 'Marcos Antonio Velásquez Ahumada', 'Jakob Hjorth', 'Gbenga Arokoyo', '栗鹏', 'Charlie Raglan', "Mark O'Brien", '林隆昌', 'Lachlan Jackson', 'Vladis Emmersón', 'Tom Davies', 'Till Cissokho', '刘军帅', 'Damian Byrtek', 'Mark Ellis', '윤지혁 Ji Hyeok Yun', '王耀鹏', '김영빈 金永斌', 'Fabio De Sousa Silva', '韩轩', '杨博宇', '大南 拓磨', 'Donovan Pines', 'Emmanuel Monthe', 'Christian Maghoma', 'Fiacre Kelleher', 'Anderson Darley Angulo Tenorio', 'William Boyle', 'Will Aimson', 'George Ray', 'Luke Wilkinson', 'Max Barnofsky', 'Scott Bennett', 'Mārcis Ošs', 'Oleksiy Dytyatev', 'Jamie Grimes', 'Ludvig Öhman', 'Ritchie Sutton', 'Mory Koné', 'Sonhy Sefil', 'Ewoud Pletinckx', "Bondz Bondzanga N'Gala", 'Antonio Sánchez', 'Omar Ibrahim Hawsawi', 'Kevin Moreno', '万厚良', 'Luke Waterfall', 'Joe McNerney', 'Marius Grösch', 'Tim Kruse', 'Tobias Sahlquist', 'Eliécer Yosimar Quiñónes Quiñónes', '刘奕鸣', 'Ali Nasser Al Khaibari', 'Miguel Ángel Nazarit Mina', 'Thorsten Mahrer', '大野 和成', 'Ashley Eastham', 'Steffen Puttkammer', 'William Nightingale', 'Julen López Salas', 'José Luis Mosquera Moreno', 'Uroš Korun', 'Grant Lillard', 'Oliver Lancashire', 'Jáider Alfonso Riquett Molina', '金洋洋', 'Benjamin  Kantie Karamoko', '犬饲 智也', 'Aaron Martin', 'Valeriy Bondarenko', 'Luan Leite da Silva', 'Andrew  Davies', 'Michael Huber', 'Giuliano Modica', 'Mads Greve', 'Johnny Javier Mostacilla Ceballos', 'Christian Burgess', 'Farrend Rawson', 'Wanderson Santos Pereira', 'Tom Anderson', 'Mark Connolly', 'Jonathan Aspropotamitis', 'Omar Sowunmi', 'Szymon Matuszek', 'Lars Lukas Mai', 'Curtis Tilt', 'Nathaniel Knight-Percival', 'Ricardo Ariel Moreira', 'Aaron Pierre', '平岡 康裕', 'Gregory Wüthrich', 'Nick Ansell', 'Gabriel Zakuani', 'Anthony Syhre', 'Carl Starfelt', '雷腾龙', 'Talal Al Absi', 'Kai Gehring', 'Sékou Condé', 'Dejan Jaković', '大井 健太郎', 'Christoph Schösswendter', 'Emanuele Suagher', 'Ousseynou Ba', 'Anthony Marin', 'Nico Antonitsch', 'Rocky Bushiri', '贺惯', 'Ash Taylor', 'Jordan Elsey', 'Mark Hughes', '황석호 黄锡浩', 'Alexander Grant', 'Alejandro Enrique Fuenmayor Castillo', 'Niko Datković', 'Andrew Durante', 'Federico Hernán Pereyra', 'Dave Bulthuis', 'Dimitris Nikolaou', 'Mohammed Al Fatil', '近藤 亮祐', 'Lucas Acevedo', 'Aleksandar Radovanović', 'Valtteri Moren', 'Xavier Arreaga', 'Nemanja Mitrović', 'Liam Lindsay', 'Aleksandar Jovanović', 'Nicolò Cherubin', 'Ahmad Hassan Hassan Asiri', 'Luis Haquin', 'Dino Perić', '渡辺 洋文', 'Luis Caicedo', 'Julian Leist', 'Julien Laporte', 'Paulo Vinícius Souza dos Santos', 'Aleksandar Sedlar', 'Hervé Lybohy', 'Valerio Mantovani', 'Emanuel Pogatetz', '石柯', 'Ben Turner', 'Kyle John McFadzean', 'Emanuel Olivera', 'Jerson Andrés Malagón Piracún', 'Luciano Ospina', '弋腾', '于洋', 'Cristian Gabriel Romero', 'Douglas Ricardo Grolli', 'Jadson Silva de Morais', 'Hernán Enrique Pertúz Ortega', 'Diego Martín Novaretti', 'Jordan Silva', '植田 直通', 'Alex Pearce', 'Murray Wallace', 'Gastón Darío Bojanich', 'Fabián Noguera', 'Yoann Salmier', 'Matías de los Santos', 'Flávio da Silva Ramos', 'Gennaro Scognamiglio', 'Christoph Zimmermann', '정승현 郑承铉', 'Simone Romagnoli', 'Aleksandr Zhirov', 'Marcel Franke', 'Benedikt Röcker', 'Valber Roberto Huerta Jeréz', 'Jorge Hernán Menosse Acosta', 'Mattia Bani', 'Philipe Sampaio Azevedo', 'Leobernardo Cáceda', 'Paulus Arajuuri', 'Jason Pearce', 'Florent Ogier', 'Tom Clarke', 'Ezequiel Muñoz', 'Tim Knipping', 'Luca Ceppitelli', 'Ivan Runje', 'Tiago Pagnussat', 'Bruno Méndez', 'Federico Ceccherini', 'Yeimar Pastor Gómez Andrade', 'Timm Klose', 'Ahmed Hegazi']
Node (9, 9): ['Matz Sels', 'Marco Russ', 'Tim Howard', 'Daniel Hernández Santos', 'Michael  Dawson', 'Janis Blaswich', 'David Mitov Nilsson', 'Łukasz Załuska', 'Matt Lampson', 'David Edward Martin', 'Ihor Berezovskyi', 'Jonathan Mitchell', 'Stephen McNulty', 'Aldo Angoula', '于子千', 'Alan Bennett', 'Hodei Oleaga Alarcia', 'Rakan Al Najjar', '栗原 勇蔵', 'Jamie  McCombe', 'Hampus Strömgren', 'Yannik Nuxoll', "Oliver O'Dwyer", 'Kyriakos Stamatopoulos', '盛炯邱', 'Conny Månsson', 'Lorenzo Polvani', 'Camilo Trejos', '藤田 義明', 'Dylan Fontani', 'Florian Escales', 'Erik Dahlin', 'Gustav Jansson', 'Jan Mauersberger', 'Robin Udegbe', 'Alain Nef', 'Barry Roche', 'Johan Hammar', 'Caleb Patterson-Sewell', 'Markus Palionis', 'Damien Delaney', 'Gjoko Zajkov', 'Matthias Rahn', 'Frode Kippe', 'Paul Delecroix', '곽태휘 郭泰辉', 'Francisco Javier Rodríguez Pinedo', 'Jordan Lotiès', 'Sérgio Gabriel da Silva Andrade', 'Jose Luis Gamonal Ruiz', 'Francisco Mattia', 'Oswaldo Augusto Vizcarrondo Araújo', 'Christian Strohdiek', 'Remko Pasveer', 'Florian Ballas', 'Philipp Pentke', 'Frank Boeckx', 'Alexis Henríquez', 'Julian Pollersbeck', 'Wes Foderingham', 'Andy Silbeira', 'Maarten Stekelenburg', 'Yoan Cardinale', 'Fraser Forster', 'Volkan Demirel', 'Tim Melia', 'André Hansen', 'Sergio Padt', 'Sergio Germán Romero', 'Franco Armani', 'Alisson Ramses Becker']
Node (9, 5): ['Rafael Santos Borré', 'Robert Skov', 'Ollie Watkins', 'Olarenwaju Ayoba Kayode', 'Rubén Botta', 'Kaiansu Kei Kamara', 'Sada Thioub', 'Josef Šural', 'Álejandro Gallar Falguero', 'Ángelo Henríquez', 'Salem Al Dawsari', 'Paulo José de Oliveira', 'Alexandru Bălută', 'Miguel Ángel De las Cuevas Barberá', 'Leonardo B. Lohner Maia', 'Mateus Galiano da Costa', 'Gilles Sunu', 'Mimoun Mahi', 'Alexander Esswein', 'Fabio Giovanni Ceravolo', 'Chinedu Obasi Ogbuke', 'Ángel Zaldívar Caviedes', 'Muhammet Demir', 'Benjamin Kololli', 'Jamie Murphy', 'Gerrit Holtmann', 'Ayrton Preciado', 'Stanislav Tecl', 'Ricardo Jorge Oliveira Valente', 'Ariel Mauricio Rojas', 'Julián Andrés Quiñones Quiñones', 'David McGoldrick', 'Smail Prevljak', 'Pablo Edson Barrera Acosta', 'Jefferson Cuero Castro', 'Jack Harrison', 'Sven Michel', 'Scott Malone', 'Rafael Mir Vicente', 'David Matías Barbona', 'Sebastián Palacios', 'Leonardo Mancuso', 'Bismark de Araújo Ferreira', 'Pål André Helland', 'Danny Blum', 'Andriy Totovytskyi', 'Marco Sangalli Fuentes', 'Kosta Barbarouses', 'Antonio José Rodríguez Díaz', 'Yoane Wissa', 'Marcos Bolados Hidalgo', 'Floyd Ayité', 'Carlos Eduardo Fierro Guerrero', 'José Manuel Arnáiz Díaz', 'Erick Estéfano Torres Padilla', 'Edwar López', 'Gabriel Arturo Torres Tejada', 'Luis Ángel Mendoza Escamilla', 'Niall McGinn', 'Hugo Filipe da Costa Oliveira', 'Rodrigo Ríos Lozano', 'Ahmed Fathy Abdel Meneim Ibrahim', 'Jamie Maclaren', 'Joseph-Claude Gyau', 'Andraž Šporar', 'Ioannis Mystakidis', 'Nick Lima', 'Philip Türpitz', 'Jhonathan Rafael Ramis Persíncula', 'Jamie Walker', "Aiden O'Brien", 'Fáider Fabio Burbano Castillo', "Michael O'Halloran", 'Collin Quaner', 'Andrew Nabbout', 'Maximilian Beister', '吴兴涵', 'Ray Sandoval', 'Jair Eduardo Britto da Silva', 'Joe Newell', 'Sheraldo Becker', 'Jonathan Tinhan', 'Dylan De Belder', 'Shaun James Whalley', 'Kieran Agard', '吕文君', 'Bakery Jatta', 'Chris Maguire', 'Kamil Jóźwiak', 'Matthew Kennedy', 'Kévin Mayi', 'Elías Már Ómarsson', 'Jorge Santos Silva', 'Randell Williams', 'Hernán Da Campo', 'Emmanuel Iyoha', 'Scott Wagstaff', 'Alexander Stølås', 'David Amoo', 'William Palacios', 'Connor Jennings', '배기종 裴文钟', 'Idrisa Sidi Sambú', 'Daniel Andrés Lloreda Blandón', 'Harry Cornick', 'Danny Gardner', 'Martin Harrer', 'Nathan Tyson', 'Jakub Mareš', 'Mike Jones', 'Lasse Nilsen', 'Yevhenii Serdiuk', 'Nathan Thomas', '김호남 金恒南', 'Derick Osei Yaw', '西村 拓真', 'John Misael Riascos Silva', 'Gevaro Nepomuceno', '松原 後', 'Brennan Dickenson', 'David Worrall', '황일수 黄一秀', 'Ali Ahmed Al Zaqan', 'Hans Francisco Salinas Flores', 'Philip Azango', 'Christopher Wernitznig', 'Mikhail Rosheuvel', 'Kal Naismith', 'Fayçal Rherras', 'Adrian Winter', 'Craig Goodwin', 'Jannik Bandowski', '윤승원 尹炫午', 'Ray Andrés Vanegas Zúñiga', 'Justin Eilers', 'Tobias Mohr', 'Weverson Leandro Oliveira Moura', 'Dominik Starkl', 'Tyler Walker', '胡人天', 'Gervane Kastaneer', 'Alessandro Capello', 'Dennis  Mast', 'Rasmus Festersen', 'Halil İbrahim Sönmez', 'Kai Pröger', 'Joe Dodoo', 'Sean Scannell', '田中 順也', 'Nicolao Dumitru', 'Gavin Vlijter', 'Chris Burke', 'Liam Feeney', 'Davide Marsura', 'Carlos Esquivel Silva', 'Mirko Bruccini', 'Nick Blackman', 'Igor Vetokele', 'Hernán Ignacio Hechalar', 'Olly Lee', 'David Williams', 'Ryan Colclough', 'Florin Berenguer', 'Andreas Skov Olsen', 'Rajko Rep', 'Manfred Starke', 'Iker Guarrotxena Vallejo', 'Sören Bertram', 'Getterson Alves dos Santos', 'Allan Gonçalves Sousa', 'Guus Hupperts', 'José Antonio Morente Oliva', 'Stephen McLaughlin', 'Cebio Soukou', 'Harold Rivera Roa', 'Brandon Borrello', '황진성 黄景顺', 'Riley McGree', 'Fred Onyedinma', 'William Omar Duarte Figueroa', 'Elton Acolatse', 'Maximilian Thiel', 'Alejandro Mula Sánchez', 'Giorgi Papunashvili', 'José Luis Muñoz Muñoz', 'Yanis Merdji', 'Álvaro Giménez Candela', 'Nicolas Moumi Ngamaleu', 'Jóan Símun Edmundsson', 'Anthony Pilkington', 'Tyler Roberts', 'Yohan Croizet', 'Gastón Alberto Togni', 'Freddie Sears', 'Søren  Krukow Rieks', 'Mamadou Fall', 'Daryl Horgan', 'Thierry Ambrose', 'José Huentelaf', 'Augustine Mulenga', 'Michael  Kightly', 'Hal Robson-Kanu', 'Yanic Wildschut', 'Bartłomiej Pawłowski', 'Michał Żyro', 'David Querol Blanco', 'Tobias Schwede', 'Leonel Jonás Aguirre Avalo', 'Oscar Fernando Salinas Aguilar', 'Pablo Valcarce Vidal', '남준재 南君宰', 'Elvis Manu', 'Hassan Muath Fallatah', 'Ricky Holmes', 'Elbasan Rashani', 'José Brayan Riascos Valencia', 'Thorsten Schick', 'Ben Brereton', 'Maicol Balanta Peña', 'Ahmed Yasin', 'Jakob Ankersen', 'Uffe Manich Bech', 'Kazenga LuaLua', 'Diego Luis Valoyes Ruíz', '孙可', 'Thorsten  Röcher', 'Lamin Jallow', 'Erich  Berko', 'Carlos Antonio de Souza Júnior', 'Kevin Londoño', 'Ronan Curtis', 'Pablo Ariel Lugüercio', 'Cedric Teuchert', 'Carlos Núñez', 'Sebastián Coris Cardeñosa', 'Billy Bodin', 'Andrew Hjulsager', 'Lazaros Lamprou', 'Sardor Rashidov', 'Aydın Karabulut', 'Christian Schneuwly', 'Dylan Saint-Louis', 'Gergő Lovrencsics', 'Dimitris Diamantakos', 'Fabian Schleusener', 'Jacobo Mansilla', 'Edgar Salli', '이슬찬 李瑟灿', 'Matthias Morys', 'Paweł Cibicki', 'Mauricio Andrés Cuero Castillo', 'James Henry', 'Jean Carlos Blanco Becerra', 'Kevin Bua', 'Leandro Iván Barrera', 'Michaell Chirinos', 'Juan David Pérez Benítez', 'İlhan Parlak', 'Michał Kucharczyk', 'Fraizer Campbell', 'Wellington Nascimento Carvalho', 'Adnane Tighadouini', 'Edgar Mauricio Gómez Sánchez', 'Lukas Klünter', 'Viktor Klonaridis', 'Brian Mansilla', 'Rúrik Gíslason', 'Miguel Palanca Fernández', 'Michael Duffy', 'Dwight McNeil', 'Junior Sambia', 'David Rodríguez Sánchez', 'James Vaughan', 'Quenten Geordie Felix Martinus', 'Lukáš Masopust', 'Mohamed Salim Fares', 'Bilel Aouacheria', 'Andrei Ivan', 'Alexis Vega', 'Michael Jacobs', 'Salman Muwashar', 'Robert Leipertz', 'Danny Ward', 'Samuel Eduok', 'Alexander Mesa Travieso', 'Filip Malbašić', 'Carlos Cisneros', 'Luis Gustavo Melere da Silva', 'Víctor Ignacio Malcorra', 'Marcus Maddison', 'Luis Carlos Pereira Carneiro', 'Tyler Boyd', 'Kevin Wolze', 'César Alexander Quintero Jiménez', 'Mattia Mustacchio', 'Pietro Iemmello', 'Lisandro Pedro Varela Semedo', 'Fábio Miguel dos Santos Sturgeon', 'Cristian Guanca', 'Francisco Pizzini', 'Andrés Rentería', 'Aleksandar Boljević', 'Jacques Maghoma', 'Yeni Ngbakoto', 'Florian Sotoca', 'Amara Baby', 'Moestafa El Kabir', 'Mats Seuntjens', 'Reinaldo Lenis Montes', 'Spas Delev', 'Danijel Aleksić', 'Gyrano Kerk', 'Iriome González González', 'Gabriel Obertan', 'Jean David Meneses Villarroel', 'Teal  Bunbury', 'Mattias Svanberg', 'Ferhan Hasani', 'Jordi Mboula Queralt', 'Josh Windass', 'Ricardo Lopes Pereira', 'Fredrik Haugen', 'Serge Gakpé', 'Cristian Insaurralde', 'Youssef Kalfa', 'Philipp Schobesberger', 'Lewis Baker', 'Alen Stevanović', 'Carlos Auzqui', 'Lorenzo Faravelli', 'Danny Hoesen', 'Matúš Bero', 'Daniel Tawiah Opare', '柿谷 曜一朗', 'Sammy Ameobi', 'Vinicio César Angulo Pata', 'Alexis Pedro Canelo', 'Damián Batallini', 'Jan Hochscheidt', 'Víctor Hugo Ayala Núñez', '家長 昭博', 'Arsénio Martins Lafuente Nunes', "Callum O'Dowda", 'Andrés Ríos', 'Stallone Limbombe', 'Diogo António Cupido Gonçalves', 'Mick van Buren', 'Zinédine Machach', 'Dániel Sallói', 'Patrick Bamford', 'Darío Lezcano', 'Ezgjan Alioski', 'Florian Jozefzoon', 'João Victor Santos Sá', 'Francisco Montañés Claverías', 'Henrik Dalsgaard', 'Jérémie Boga', 'Sargis Adamyan', 'Yusuf Erdoğan', 'Bakary Sako', 'Christ-Emmanuel Faitout Maouassa', 'Lasse Vibe', 'Pascal Köpke', 'Nathaniel Mendez-Laing', 'Braian Samudio', 'Teddy Chevalier', 'Jesús Imaz Ballesté', 'José Edgar Andrade da Costa', 'Brayan Angulo', 'Juan Garro', 'Johan Leandro Arango Ambuila', 'Nahir Besara', 'Washington Camacho', 'Danilo Moreno Asprilla', 'Jesús Manuel  Santana Abreu', 'Martín Barragán Negrete', 'Guillermo Fernández Hierro', 'Mathias Pereira Lage', 'Mattia Sprocati', 'Nana Opoku Ampomah', 'Nill De Pauw', 'James McClean', 'Bashkim Kadrii', 'Radim Řezník', 'Moryké Fofana', 'Paulo Bernard Alves Coelho', 'Cristian Penilla', 'Mahmoud Abdel Razek Fadlallah', 'Christopher Ikonomidis', 'Gonzalo Verón', 'Heriberto Moreno Borges Tavares', 'Roman Yaremchuk', 'Jack Harper', 'Cyriac Gohi Bi Zoro', 'Elias Kachunga', 'Duvier Orlando Riascos Barahona', 'Ramiro Ángel Carrera', 'Tom Barkhuizen', 'Renaud Ripart', 'Jaime Romero Gómez', 'José Manuel García Naranjo', 'Lucas Albertengo', 'Maciej Makuszewski', 'Shkëlzen Taib Gashi', 'Mustafa Pektemek', 'Jordan Rolly Botaka', 'Kevin Molino', 'Yohan Mollo', 'Jacinto Muondo Dala', 'Gustavo Adrián Ramos Vásquez', 'Lukáš Haraslín', 'Jonatan Cristaldo', 'Martín Vladimir Rodríguez Torrejón', 'Aaron Leya Iseka', 'Callum Robinson', 'Claudio Riaño', 'Giorgios Masouras', 'Christian Fassnacht', 'Murilo de Souza Costa', 'Albert Danquah Adomah', 'Patricio Rodolfo Rubio Pulgar', 'Alphonso Davies', 'Deni Alar', 'Thiago Claudnei Almeida Reis', 'Romell Quioto', 'Thomas Murg', 'Roland Varga', 'Yohan Boli', 'Matheus Santos Carneiro Da Cunha', 'Luís Leal dos Anjos', 'Chadrac Akolo', 'Damián Alberto Martínez', 'Arvydas Novikovas', 'Branimir Hrgota', 'Alexis Castro', 'Isaac Mbenza', 'Sander  van de Streek', 'Leonardo Rodrigues Lima', 'Alexandru Mihăiță Chipciu', 'Pedro Antonio Sánchez Moñino', '황희찬 黄喜灿', 'Igor Angulo Albóniga', 'Samuel Adegbenro', 'Kenneth Saief', 'John Stiven Mendoza Valencia', 'Britt Assombalonga', 'Brandon Thomas Llamas', 'Ricardo Daniel Noir', 'Juan Martín Lucero', 'Kenan Karaman', 'Hugo Patricio Droguett Diocares', 'Jaromír Zmrhal', 'Nikos Karelis', 'Leonardo Koutris', 'Juan Villar Vázquez', 'Kaveh Rezaei', 'Kingsley Schindler', 'Bobby Shou Wood', 'Leandro Fernández', 'Oussama Tannane', 'Anton Miranchuk', 'Henry Josué Martín Mex', 'Abdou Razack Traoré', 'Wenderson Nascimento Galeno', 'Tarik Elyounoussi', 'Christian Clemens', 'Matías Britos', 'Claudiu Andrei Keșerü', 'Michael Santos', "Clinton Mua N'Jie", '황의조 Ui Jo Hwang', 'Flavio Emmanuel Lopes Paixão', 'Onel Lázaro Hernández Mayea', 'Marco Jhonnier Pérez Murillo', 'Kamil Grosicki', 'Gastón Lezcano', 'Sergio Ezequiel Araújo', 'Shane  Long', 'Welthon Fiel Sampaio', 'Camilo da Silva Sanvezzo', 'Óscar Plano Pedreño', '김승준 金承俊', 'Wilson David Morelo López', 'Arnaud Souquet', 'Enrique González Casín', 'Lewis Grabban', 'Bradley Dack', 'Levin Öztunalı', 'Loïs Diony', 'Hugo Rodallega Martínez', 'Jarrod Bowen', 'Erick Ronaldo Gameira Carvalho', 'Mahmoud Abdel Moneim', 'Firmin Ndombe Mubele', 'Marcelo Alejandro Estigarribia Balmori', 'Brandley Kuwas', 'Kemar Roofe', 'Ezequiel Ponce', 'Leigh Griffiths', 'Ángel González', 'Sinan Gümüş', 'Karim Ansarifard', 'Dodi Lukebakio', 'Franco Daniel Jara', 'Alfredo Donnarumma', 'Sandro  Ramírez Castillo', 'Carlos Daniel López Huesca', 'Neal Maupay', 'Khama Billiat', 'Dayro Mauricio Moreno Galindo', '小林 悠', 'Dênis Rubens Stein Rebelo', 'Dwight Gayle', 'Jay Rodriguez', 'Danny Ings', 'Florin Andone', 'Estevão Daniel Formoso Serpa']
Node (0, 2): ['Valon Behrami', 'Tin Jedvaj', 'Hugo Ayala Castro', 'Lucas Alfonso Orbán Alegre', 'Nicolás Júlio Formido Paiva', 'Marcel Tisserand', 'Ivan Strinić', 'Giovanni Di Lorenzo', 'George Friend', 'Joe Ledley', 'Adrián Marín Gómez', 'David Guzman', 'Joshua Eduardo Sá Madeira', 'Elierce Barbosa de Souza', 'Robert Tesche', 'George Thorne', 'Luis Eduardo Delgado Pacheco', 'Iñigo Eguaras Álvarez', 'Jordan Adéoti', 'Grant Leadbitter', 'Sébastien Pocognoli', '김영권 金英权', 'Marco Caligiuri', '정운 Woon Jeong', 'Aleandro Rosi', 'Roldão Tony Riso Cardenas', 'Alfonso Cristián Parot Rojas', 'Steven Mehrdad Beitashour', 'Luca Mora', 'Tarkan Serbest', 'Leandro Damián Marcelo Grimi', 'Gerardo Flores Zúñiga', 'Jordon Mutch', '오범석 吴范锡', 'Ryan Tunnicliffe', 'Efraín Velarde Calvillo', 'Luke Murphy', '김용욱 金永旭', 'Zarek  Valentin', 'Nico Pulzetti', 'Mohamed Abdul Shafy Sayed Abouezeid', 'Ciprian Ioan Deac', '大森 晃太郎', 'Francesc Xavier Molina Arias', 'Max Power', 'Sven Schipplock', 'Rajko Rotman', 'Daniel Lafferty', 'Michael Lumb', '吉翔', 'Mehdi Terki', 'Elmo Lieftink', 'Kévin Hoggas', 'Dario Vidošić', 'Moreno Rutten', '太田 宏介', 'Jordan Harvey', 'Tiago Casasola', 'Vivaldo Neto', 'Federico Proia', 'Renato Augusto Santos Júnior', 'Chris McCann', 'Charalampos Lykogiannis', 'Fatih Serkan Kurtuluş', 'Sam McQueen', '윤일록 尹日录', 'Fernando Evangelista Iglesias', 'Magnus Lekven', 'Marco Ospitalieri', 'Eray Ataseven', 'Sören Brandy', 'Arnór Smárason', 'Mauro Rafael Geral Cerqueira', 'Angelo Corsi', 'Adnan Ibrahem Falatah', 'Thomas Schrammel', "Michael O'Connor", 'Richard Ruíz Toledo', '米本 拓司', 'Michal Sadílek', 'Joe Bunney', 'Josh Wright', 'Felicio Anando Brown Forbes', '山本 康裕', 'Edson Seidou', 'Matthew Dolan', 'Ollie Banks', 'Erik Andersson', 'William Kurtovic', 'Brandon Wilson', 'Ahmed Al Nazera', 'Ben Gladwin', 'Mitchell Pinnock', 'Scott Laird', "Luke O'Neill", 'Fredrik Krogstad', 'Enric Vallès Prat', 'Michael Timlin', 'Blair Alston', 'Martin Mikkelsen', '杨笑天', 'Domen Crnigoj', 'Thibaut  Vion', 'Joakim  Våge Nilsen', 'Jason  Davidson', 'Scott Brown', 'Mohamed Maouche', 'Nicolás Giménez', 'Daniel Potts', 'Sebastián Ignacio Leyton Hevia', 'Dane Massey', 'Nicolás Bertocchi', 'Alejandro Centelles Plaza', 'Dominik Hofbauer', 'Jesper Arvidsson', 'Dean Moxey', 'Stian Ringstad', 'Florian Dick', '范云龙', 'Christian Jakobsen', 'Simone Calvano', 'Pablo González', 'Tommaso Cancellotti', 'Marius Lundemo', 'Carlos Nieto Herrero', 'Aaron Tshibola', 'Jonas Borring', 'Diego Sosa', '곽해성 Hae Seong Kwak', 'Tomasz Nowak', 'Lee Frecklington', 'José Hibert Alberto Ruiz Vázquez', 'Osmar Mares Martínez', 'Jessy Benet', 'Emanuel Schreiner', 'Marcel Hilßner', 'Abdullah Mohammed Al Zoari Al Dossary', 'Jorrit Smeets', 'David Edwards', 'Zlatko Janjić', 'Javier Álamo Cruz', 'Marcel de Jong', 'José Ángel Jurado de la Torre', '福森 晃斗', 'Liam Craig', 'Rémi Mulumba', 'David Wotherspoon', 'Glenn Bijl', 'Andreas Lienhart', 'Eldar Ćivić', 'Daniel Arreola Argüello', 'Gonzalo Ávila Gordón', '심상민 沈相民', 'Matija Ljujić', 'Nicolás Peñailillo', 'Fabio  Alves Macedo', '遠藤 渓太', 'Matías Campos', 'Luke Garbutt', 'Ryan Hollingshead', '김성주 金胜俊', 'Alf Mintzel', 'Brayan Rovira', 'Fredrik Nordkvelle', 'Marco Zambelli', 'Luke Brattan', 'Gustavo Hamer', 'Maynor Alexis Figueroa Róchez', 'Stefan Daisuke Ishizaki', 'Michael Parensen', 'Luca Belingheri', 'Jimmy Ryan', 'Ivan Franjić', 'Abraham  Minero Fernández', 'Sebastián Zúñiga Fuenzalida', 'Maik Kegel', 'Mariano González Maroto', 'Javier Alván Salas Salazar', 'Alan Omar Mendoza López', 'Djihad Bizimana', 'Iván Fernando Ochoa Chávez', 'Ondřej Čelůstka', 'Alan Eduardo Schons', '松原 健', 'Nuno Caio Cedrim Feitosa', 'Henry Andrés Rojas Delgado', 'Daniel Hägele', 'Florian Miguel', 'Yago Henrique Severino dos Santos', 'Matthew Palmer', 'Viktor Lundberg', 'Cameron Brannagan', 'Nico Hammann', 'Felix Passlack', 'Luis Marcelo Herrera', 'Gaizka Toquero Pinedo', 'Jovan Stojanović', 'Anderson Santamaría', 'Ataúlfo Heitor Anjos Rosan', 'Lloyd Palun', 'Calvin Verdonk', 'Steven Whittaker', 'Jamal Bajandouh', 'Jessé Jonas Ferdeira Farias', '青木 拓矢', 'Shaquell Moore', 'Mehmet Uslu', 'Charilaos Charisis', 'Rafael Scapini de Almeida', 'Max Christiansen', 'Vullnet Basha', 'Richard Smallwood', 'Vasyl Kravets', 'Stephen Gleeson', 'David  Meyler', 'Junior Leonardo Moreno Borrero', 'Lucas Galvão', 'Abdulaziz Al Jebreen', 'George Ulises Corral Ang', 'Cédric Brunner', 'Clemente Juan Rodríguez', 'Adam Frączczak', 'Dominik Wydra', 'Ryan Sanusi', 'Saliou Ciss', 'Dennis Daube', 'Robert Andrich', 'Habib Maïga', 'Abdelkader Oueslati Kaabi', 'Franco Moyano', 'Samuel Holmén', 'Gastón Machín', 'Dominik Furman', 'Tobias Schröck', 'Liam Bridcutt', 'Adam  Matthews', 'Ronald de la Fuente', 'Matheus Reis de Lima', 'Bram van Polen', 'Will Johnson', 'Espen Ruud', 'Aaron Meijers', 'Kevin Stewart', 'Mads  Winther Albæk', 'Clint Leemans', 'Matteo Ciofani', 'Dean Marney', 'Mario Osuna', 'Conor McLaughlin', 'Darío Bottinelli', 'Francisco Augusto Neto Ramos', 'Alpaslan Öztürk', 'Yannick Stark', 'Brice Dja Djédjé', 'Brett  Holman', 'Benedikt Saller', 'Hakan Arslan', 'David Jones', '신형민 辛炯珉', 'Renato Fred Baumer Trigo', 'Kingsley Pele van Anholt', 'Ibrahim Mohammed Ghaleb Jahshan', 'Petar Filipović', 'Jordy Buijs', 'Carlos Alberto Guzmán Fonseca', 'Michael Ordóñez', 'Rafael Schuler Crivellaro', 'Carlos Martínez Díaz', 'Bruno Vieira Gallo de Oliveira', 'Michele Cavion', 'Peter Haring', 'Ivan Obradović', 'Aly Cissokho', 'Jay Fulton', 'Alexandre Coeff', 'Paul Coutts', 'Johannes Flum', 'Emmanuel Imorou', 'Gabriel Enrique Gómez Girón', 'Ezequiel Videla Greppi', 'Derrick  Williams', 'Eneko Bóveda Altube', 'Javier Cortés Granados', 'Luan Vágner Sendeiro Zanon', 'Benito Nicolas Viola', 'Anthony Caci', 'Tom Hiariej', 'Christian Fernández Salas', 'Leandro Desábato', 'James Amilkar Sánchez Altamiranda', 'Craig Forsyth', 'José Lionn Barbosa de Lucena', 'Christian Oliva', 'Reto Ziegler', 'Franck Tabanou', 'Strahil Venkov Popov', 'Luis Pedro Figueroa Sepúlveda', 'Reece James', 'Rhu-endly Martina', '최철순 崔喆淳', 'Sandro Tonali', 'Tyrone Mings', 'Iasmin Latovlevici', 'Andreas Bouchalakis', 'Dimitri Foulquier', 'Massimo Gobbi', 'Georgios Tzavellas', 'Daniel Castellano Betancor', 'Martin Victor Cordeia Damasco', 'Robert Rojas', 'Stefan Hierländer', 'Ziya Erdal', 'Francisco Calvo', 'Luis Fernando Fuentes Vargas', 'Alam Cristian Araújo Martins', 'Sérgio Antônio Borges Júnior', 'Vágner Joshua Corraldo Santoso', 'Alexander Banor Tettey', 'Sam  Hutchinson', 'Omar Federico Alderete Fernández', 'Jonás Manuel Gutiérrez', 'Carlos Martín Vigaray', 'Andrei Girotto', 'Aitor Sanz Martín', 'Iván López Mendoza', 'Rhys  Williams', 'Will Vaulks', 'Vitor Hugo Gomes da Silva', 'Mariano Julio Izco', 'Grégory Sertic', 'Nenad Krstičić', 'Leonardo Luis Sandelas Junior', 'Patricio Gabarrón Gil', 'Iván Rossi', 'Gonzalo Alejandro Jara Reyes', 'Vassilis Torosidis', 'Romain Genevois', 'Timo Letschert', 'Fabrizio Cacciatore', 'Žarko Tomašević', 'Juliano Wagner Mascarinhas Concp.', 'Édgar Osvaldo Barreto Cáceres', 'Gaëtan Bussmann', 'Tolga Ciğerci', 'Gastón Silva', 'Joel Ward', 'Marc Navarro Ceciliano', 'Felix Bastians', 'David Limberský', 'Lucas Martínez Quarta', 'Christian Fuchs', 'Charlie Taylor', 'Francesco Magnanelli', 'Luca Antonelli', 'Kevin Akpoguma', 'Fabian Schär', 'Paul Baysse', 'Santiago García', 'Víctor Cáceres', 'Dylan Bronn', 'Rúben Miguel Nunes Vezo', 'Sebastian Rode', 'Faustino Marcos Alberto Rojo', 'Jeffrey Gouweleeuw', 'Ştefan Daniel Radu', 'Mateo Pablo Musacchio', 'Angel Rodriguez']
Node (8, 1): ['Diego Antonio Reyes Rosales', 'Nikola Vukčević', 'Renato Tapia', 'Pablo Martinez', 'Willem Janssen', 'Paul Verhaegh', 'Orel Mangala', 'Luca Mazzitelli', 'Mahmut Tekdemir', 'Nana Kwesi Asare', 'Luca Marrone', 'Yves Bissouma', 'Christian Nørgaard', 'Miiko Martín Albornoz Inola', 'Ismaël Tiémoko Diomandé', 'Erik Morán Arribas', 'Oliver Fink', 'Mikael Lustig', 'Rui Filipe Caetano Moura', 'Nir Bitton', 'Alan Hutton', 'Micheal Azira', 'Toma Bašić', 'Uğur Uçar', 'Rafael Robayo', 'Daniele Dessena', 'Franco Zuculini', 'Pedro Camilo Franco Ulloa', 'Christophe Diandy', 'José María Martín Bejarano', 'Juan Domínguez Lamas', 'Florian Jungwirth', 'Lukáš Mareček', 'Adrián Jesús Bastía Beruzzi', 'Norman Theuerkauf', 'Pedro Filipe Figueiredo Rodrigues', 'Nosberto Diego Vila Abranches', 'Khaleem Hyland', 'Larry Azouni', 'David Mateos Rocha', 'Tomás Pochettino', 'James Perch', 'Sean Goss', 'Herman Sørby Stengel', 'Jérôme Hergault', 'Alexander Fuchs', 'Matti Steinmann', 'Andrew Taylor', 'Jonatan Lucca', 'Cyril Mandouki', 'Jamie Ness', 'Luís Pedro de Freitas Pinto Trabulo', 'Jonathan Maximiliano Sabbatini Perfecto', 'Marcin Pietrowski', 'Boubakary Soumaré', 'Espen  Fjone Børufsen', 'Sebastian Ohlsson', 'Lars Christian Krogh Gerson', 'Paul  Green', 'Herman Hallberg', 'James Horsfield', 'Francisco Grahl', 'Tom Bayliss', 'Lorenzo Del Pinto', 'Marcelo de Freitas Costa', 'Yacine Adli', 'Doke Schmidt', 'Freddy Alexander Flórez Carrillo', 'Diego Torres', 'Mustafa Amini', 'Ollie Clarke', 'Robin Yalçın', 'Louis Thompson', 'Luca Crecco', 'Samba Diakité', 'Martín Galmarini', 'Camilo Andrés Ayala Quintero', 'Augusto Pereira Loureiro', 'Luis Alberto Cabrera Figueroa', 'Łukasz Broź', 'Alexander Bannink', 'Marco Mancosu', 'Billy Jones', 'Cristian Salvador González', '宇賀神 友弥', 'Matteo Mandorlini', 'Gaspar Emanuel Iñíguez', 'Fredrik Ulvestad', 'Egor Nazaryna', 'Harmeet Singh', 'Adrian Fein', 'Adrián Calello', 'Nicolai Poulsen', 'Daniel Eduardo Giraldo Cárdenas', 'Daniel Pudil', 'Josip Vuković', 'Marcel Titsch Rivero', 'Carlos Gerardo Rodríguez Serrano', 'Simone Branca', 'Julien Cétout', 'Dylan McGeouch', 'José Ndong Machín Dicombo', 'Ahmed Kashi', 'Marko Bakić', 'Sivert Heltne Nilsen', 'Jadson José Castrelo Rios', 'Paolo Sammarco', 'Lukáš Vácha', 'Juan Valencia', 'Rico Benatelli', 'Ben Thompson', 'Iker Undabarrena Martínez', 'Paul Seguin', 'Alberto Martín Romo García-Adámez', '张呈栋', 'Henry Matías Mier Codina', 'Oriol Rosell Argerich', 'Keaton Parks', 'Aleksandar Paločević', 'Israel Sabdi Jiménez Nañez', 'Jonas Meffert', 'Jan Gyamerah', 'Rafael Eduardo Costa', 'Kamohelo Mokotjo', 'Tim Sparv', 'Geoffry Hairemans', 'Carel Eiting', 'José Cevallos', 'Benjamín Fernando Vidal Allendes', '정재용 郑在勇', 'Christian Rivera Hernández', 'João Pedro da Costa Gamboa', 'Gastón Díaz', 'Lee  Cattermole', 'Cheick Omar Traoré', 'Juninho Bacuna', 'Lee Evans', 'Jean Cléber Santos da Silva', 'Breno Evandro Bemposta Dimas', 'Gonzalo Alejandro Espinoza Toledo', 'Gary Gardner', 'Matthias Zimmermann', 'Craig Gardner', 'Miguel Mariz Luís', 'José Daniel Octavio Guerrero Rodríguez', 'Veysel Sarı', 'Thomas  Fauerskov Kristensen', 'Paul Viorel Anton', 'Filip Bradarić', 'Isaac Cofie', 'Victorien Angban', 'Eric Remedi', 'Berkay Özcan', 'Luisinho Lúcio Conradi Andrade', 'Marcel Büchel', 'Fabrício Santos de Jesus', 'Marcello Gazzola', 'Carlos Luciano Araujo', 'Alberto Escassi Oliva', 'Filipe Augusto Carvalho Souza', 'Tim Ream', 'Alex Alessandro Freitas Conceição', 'Youssouf Chafiq Mulumbu Ngangu', 'Yann Bodiger', 'Mehdi Bourabia', 'Ewerton da Silva Pereira', 'Fernando Damián Tissone', 'Fernando Omar Barrientos', 'Ashley Cole', 'Yannick Cahuzac', 'Charlie Mulgrew', 'Nicolas Höfler', 'Phil Bardsley', 'Markus Suttner', 'Anthony Losilla', 'Federico Lértora', 'João Felipe Schmidt Urbano', 'Àngel Rangel Zaragoza', 'Romain Danzé', 'Ángel Montoro Sánchez', 'Matty James', 'Oualid El Hajjam', 'Isaías Sánchez Cortés', 'Alexis Blin', 'Vukašin Jovanović', 'Israel Alejandro Damonte', 'Aron Einar Gunnarsson', 'Roman Neustädter', 'Ozan Tufan', 'Jaïro Riedewald', 'David Pavelka', 'Oliver Sorg', 'Marcos Alam Paneira Almeida', 'Mikel Vesga Arruti', 'Marc Muniesa Martínez', 'Laurent Ciman', 'Alberto De La Bella Madureño', 'Valentin Rosier', 'Jack Stephens', 'Mikel Rico Moreno', 'Darko Brasanac', 'Romain Saïss', 'Mauricio Lemos Merladet', 'Ilie Sánchez Farrés', 'Sereso Geoffroy Gonzaroua Dié', 'Jan-Arie van der Heijden', 'Roberto Suárez Pier', 'Conor  Coady', 'Alexandre Dimitri Song-Billong', 'Gustav Svensson', 'Francisco Andrés Silva Gajardo', 'Carlos Augusto Zambrano Ochandarte', 'Fouad Bachirou', 'Diego Martín Rodríguez Berrini', 'Rubén Salvador Pérez del Mármol', 'Jacques-Alaixys Romao', 'Matías Lionel Fritzler', 'Daniel Alejandro Torres Rojas', 'Radosav Petrović', 'Mauro Wilney Arambarri Rosa', 'Pablo Javier Zabaleta Girod', 'Philipp Bargfrede', 'Otávio Henrique Passos Santos', 'James McCarthy', 'Javier Fuego Martínez']
Node (1, 9): ['Lisandro López', 'Matheus Dória Macedo', 'José María Basanta', 'Pablo Insua Blanco', 'Francisco Javier Meza Palma', 'M. Vanderlei Paulino Kenedy', 'Bubacarr Sanneh', 'Gleison Bremer Silva Nascimento', 'Steve Breitkreuz', 'Bruno Batista Pires', 'Tiago Abiola Delfim Almeida Ilori', 'Jimmy Dunne', 'Marco Paulo da Silva Soares', 'Jeppe Tverskov', 'Abenego Tembeng', 'Jaka Bijol', "Shane O'Neill", 'Gino Fechner', 'Dominic Baumann', 'Aly Ndom', 'Bartosz Kwiecień', 'Gennaro Ruggiero', 'Manuel Martic', 'Simon Gbegnon', 'Hasan Batuhan Artarslan', 'Samuel Oum Gouet', 'Jamil Dem', 'Shaun Byrne', 'Arton Zekaj', 'Victor Emanuel Araújo Ferreira', 'Julián Guevara', '矢島 紀一', 'Gilbert Fuentes', '钟义浩', '高天意', 'Andreas Hoven', 'James Ball', 'Oskar Sverrisson', '野田 隆之介', '周大地', 'Paul Lewis', 'Tyreeq Bakinson', 'Lennard Maloney', 'Djibril Diani', 'Kosta Petratos', 'Besard Sabovic', 'Emil Pálsson', 'Magnus Blakstad', '张晓彬', 'Sam Jones', 'Martin Gneba', '黒木 聖仁', 'Moataz Tombakti', '김건웅 金建熊', 'Tim Siedschlag', 'Iddrisu Baba Mohammed', 'Dhaifallah Al Qarni', '김근환 金根恒', 'Abdulrahman Al Barakah', 'Joon Hyeong Kim', 'Rodrigo Ernesto Tapia', '김현 金炫', 'Runar Espejord', 'Fernando Coniglio', 'Thomas Oude Kotte', 'Jean-Clair Todibo', 'Nicolas Belvito', '김신 金胫', 'Kearyn Baccus', 'Arthur Silva Feitoza', 'Marcelo Machado dos Santos', 'Keziah Veendorp', 'Michael Jordan Williams', 'Kees Luijckx', 'Timo Hübers', 'Danilho Doekhi', 'Igors Tarasovs', 'Jonathan Ñíguez Esclápez', 'Matty Pearson', 'Moritz Heyer', 'Michał Helik', 'Hugo Isaac Rodríguez De La O', 'José Antonio Malagón Rubio', 'Milton Boas Menceiros Cunha', 'Bruno Andrade de Toledo Nascimento', 'Igor Lichnovsky Osorio', 'Jawad El Yamiq', 'Alexander Milošević', 'Zinho Vanheusden', 'Sigurd Rosted', 'Rúben Afonso Borges Semedo', 'Gideon Jung', 'Gonzalo Javier Rodríguez', 'Alfie Mawson', 'Pardo Aguedar', 'Osvaldo Murilo Lodeiro Ferreira', 'Caio Rodrigo Nunes Anjos', 'Pablo Aguilar', 'Salvatore Bocchetti', 'Ciaran Clark', 'Pablo Nascimento Castro', 'A. Benjamin Chiamuloira Paes', 'Germán Alejandro Pezzella', 'Képler Laveran Lima Ferreira']
Node (5, 2): ['Federico Valverde', 'Pape Cheikh Diop Gueye', 'Jeremiah St. Juste', '山口 蛍', 'Fábio José Ferreira Pacheco', 'Felix Kroos', 'Ricardo Ryller Ribeiro Lino Silva', 'Lebogang Phiri', 'Petar Brlek', 'Edimilson Fernandes', 'César Ignacio Pinares Tamayo', 'Abdul Rahman Khalili', 'Matías Nicolás Rodríguez', 'Álvaro Lemos Collazo', 'Simon Thern', 'Raffaele Bianco', 'William Fernando da Silva', 'Javier Ros Añón', 'Kasper Hämäläinen', 'Mathieu Coutadeur', 'Uroš Matić', 'Wagner da Silva Souza', 'Nikola Đurđić', 'Nicolas Haas', 'Jack Hunt', 'Mohammed Abu', '东庆 悟', 'Michal Sáček', 'Didier Lamkel Zé', 'Mauro Bogado', '黄博文', 'Loïc Damour', 'Jens Stage', 'Dejan Ljubicic', '송승민 宋晟敏', 'Felipe Ignacio Flores Chandia', 'Jonathan Iglesias', '刘彬彬', 'Nassim Ben Khalifa', 'Gustavo Torres', '武藤 雄樹', "Amari'i Bell", 'Denis Will Poha', 'Mads Reginiussen', 'Lassana Coulibaly', 'James Jeggo', 'Moritz Hartmann', 'Korbinian Vollmann', 'Stevie May', 'Sebastian Vasiliadis', 'Stefano Pettinari', 'Martín Iván Bravo', '정우재 郑宇宰', 'Chris Pontius', 'Andreas Wiegel', 'Emanuel Joel Amoroso', 'Emanuele Ndoj', 'James Justin', 'Tommy Rowe', 'Kolja Pusch', 'Hallur Hansson', 'Dries Saddiki', 'João Pedro Almeida Machado', 'Chris Forrester', 'Bruno Miguel Santos Leite', 'Francisco Ortega', 'Tamás Szántó', 'James Norwood', 'Jem Karacan', 'Oliver Bozanić', 'Carlos Lobos', 'Liam Palmer', 'Juan David Ríos Henao', 'Julian Ryerson', 'Stefan Mauk', 'Gael Bigirimana', 'Amir Hadžiahmetović', 'Luke Berry', '橋本 拳人', '윤빛가람 尹光河', 'Brek Shea', 'Charles Elie Laprevotte', 'Dominic Gape', 'Ryan McLaughlin', 'Juan David Rodríguez Rico', 'Philipp Hoffmann', 'Alex Arthur Rufer', 'Tim Danneberg', 'Kevin Rendón', 'Fabián Henríquez', 'Anthony Wordsworth', 'Romain Basque', 'Giovanni Di Noia', 'Louis Ferenc Puskas Fenton', 'Mathias Hebo Rasmussen', 'Frederik Børsting', '金井 贡史', 'Shqiprim Binakaj', 'Diego Campos', '荒野 拓馬', 'Martin Broberg', 'Tom Baumgart', 'Oliver Berg', 'Scott Robinson', '兵藤 慎剛', 'Abdullah Al Ammar', 'Guido Mainero', 'Conor McGrandles', 'Alessio Ezequiel Naim Ham', 'Emmanuel Oyeleke', '박세직 Se Jik Park', 'Frank Onyeka', 'Max Veloso', 'Misael Cubillos', 'Timi Max Elšnik', 'Sandro Lauper', 'Rhys McCabe', 'Đorđe Denić', 'Matt Done', "Jim O'Brien", 'Aaron McEneff', 'Nicky Adams', 'Cameron Howieson', 'Sam Foley', 'Philipp Hercher', 'Jakub Arak', 'Felipe Melvin Soldivia Costa', 'Matthew Ridenton', 'Jamie McGrath', 'Casper Højer Nielsen', 'Riccardo Serena', 'Jake Taylor', 'Matías Ignacio Sepúlveda Méndez', 'Josh Laurent', 'Abdul Razak', 'Luis Riveros', 'Durel Avounou', '竹内 涼', 'Sergio Abel Peralta', 'Moshtagh Yaghoubi', 'Markus Gustafsson', 'Djordje Mihailovic', '原川 力', 'Carl Winchester', 'Jason Hoffman', 'David Enagnon Kiki', 'Lee Martin', 'Jake Reeves', '王彤', '谢鹏飞', 'Aleksander Melgalvis', 'Ollie Norburn', 'Chidiebere Chijioke Nwakali', '이재권 李在权', 'Storm Roux', 'Luis Ernesto Pérez Martínez', "Mark  O'Hara", 'Ulrik Saltnes', 'Afeez Aremu', 'Casper Nielsen', 'Nicolás Delgadillo', 'Nick Fitzgerald', 'Yonathan Wladimir Andía León', 'Antoni Sarcevic', 'Fritiof Björkén', 'Cedric Amissi', 'Jon Helge Tveita', 'Amor Layouni', 'Luis Hernán Mosquera Chamorro', "Aiden O'Neill", 'Johan Blomberg', 'Edward Upson', 'Sofiane Daham', 'Junior Brown', 'Nandy Bi Bola Guy Hervé', 'Peter Nymann Mikkelsen', 'Dave Gnaase', 'Andy Rinomhota', 'Rabyi Mohammed Sufyani', 'Nils Quaschner', 'Andy Cannon', 'Lorenzo Rajot', 'Erik Tønne', '彭欣力', 'Goran Cvijanović', 'Lukas Görtler', 'Michael Doughty', '稻垣 祥', "Rominigue Kouamé N'Guessan", 'Giuseppe Marco Zampano', 'Steven Lawless', 'Ignacio Antonio Saavedra Pino', 'Fausto Montero', 'Selim Gündüz', 'Mateusz Cholewiak', 'Stian Semb Aasmundsen', 'Iván Santillán', 'Grzegorz Kuświk', 'Jacob Schoop', 'Ole Jørgen Halvorsen', '임상협 廉桑', 'Martin Woods', 'Nicolas Hasler', 'Erik Bakker', 'Jordan Cousins', 'Henrik Ojamaa', 'Jack Byrne', 'Stefan Nutz', 'Leeroy Owusu', 'Matías Ariel Sánchez', 'Awadh Khamis Al Faraj', 'Mame Ousmane Cissokho', 'Brad Potts', 'Grégory Berthier', 'Lars Hutten', 'Melker Hallberg', 'Ben Whiteman', 'Ludovit Reis', 'Jamie Mackie', 'Enock Mwepu', 'Marcus Piossek', 'Abdulrahman Al Ghamdi', 'Anthony Forde', 'Marvin Sordell', 'Dani de Wit', 'Patrick Kammerbauer', 'Daniel De Silva', 'Jake Forster-Caskey', '윤석영 尹硕扬', 'Sammie Szmodics', 'Jay Spearing', 'José Joaquín Martínez Valadez', 'Hildeberto José Morgado Pereira', 'Mathias Honsak', 'Ryan Manning', 'Florian Valot', 'Jesper Drost', '白崎 凌兵', '박진포 朴珍铺', 'Robbie Benson', 'Vitor Costa de Brito', 'Bryan Alfonso Vejar Utreras', 'Josh Morris', 'Manuel Scavone', 'Adolph Joseph DeLaGarza', 'Dimitrij Nazarov', '水沼 宏太', 'Frederico Luis Rendel Barreto', '朴成', 'Franco Escobar', '伊力哈木江·伊明江', 'Marco Pinato', 'Ryan Williams', 'Maciej Gajos', 'Liam Sercombe', 'Greg Docherty', '최성근 崔圣根', 'Patryk Lipski', 'Srdjan Grahovac', 'Ángel Bastos Teijeira', 'James Holland', 'Marc Lais', 'Nejmeddin Daghfous', 'Philipp Förster', 'Pablo Pérez Rodríguez', 'Simon Skrabb', 'Avdija Vršajevič', 'Freddy Salazar', 'Gonzalo Villar del Fraile', 'Pelle van Amersfoort', 'George Evans', 'Jaime Gómez Valencia', 'Keidi Bare', 'Richard Boateng', 'Kieron Freeman', 'Vebjørn Hoff', 'Patrick Schönfeld', '임선영 廉孙杨', 'Nicușor Silviu Bancu', 'Lasse Vigen Christensen', 'John Lundstram', 'Jorge Grant', 'Gastón Gil Romero', 'Vedran Jugović', 'Andrea Mazzarani', 'Mahlon Beresford Baker Romeo', 'Peter Michorl', 'Víctor Hugo Giraldo López', 'Christos Donis', 'Johan Gastien', 'Ovie Ejaria', '김성준 金圣埈', 'Yusupha Njie', 'Gaëtan Courtet', 'Marko Vešović', 'Sergiu Cătălin Hanca', 'Kenny Miller', 'Vurnon Anita', 'Edgar Eduardo Castillo Carrillo', 'Mauro Rodolfo Pittón', 'Moritz Stoppelkamp', 'Terry Antonis', 'Hlompho Alpheus Kekana', '吴曦', 'Juan Hernández García', 'Stuart Dallas', 'Zaydou Youssouf', 'Corry Evans', 'Gabriel Alonso Suazo Urbina', 'Ján Greguš', 'Miguel Ángel Murillo García', 'Ángel Baltazar Sepúlveda Sánchez', 'Eduardo Henrique da Silva', 'Nicolò Zaniolo', 'Jamiro Gregory Monteiro Alvarenga', 'Ben Rienstra', 'Jessy Pi', 'Kudakwashe Mahachi', 'Daniele Croce', 'James Troisi', 'Maikel Kieftenbeld', 'Christoffer Nyman', 'Sebastián Martínez Muñoz', 'Nilson Leôncio Padilho Borges', 'Nicolás Colazo', 'Iyayi Believe Atiemwen', '이승기 李胜基', 'Keegan Rosenberry', '이근호 李根镐', 'Fabian Schnellhardt', 'Luiz Antônio de Souza Soares', 'Mikkel Rygaard Jensen', 'Jonathan Bolingi Mpangi Merikani', 'Luis Pedro Cavanda', 'Romaine Sawyers', 'Andreas Weimann', 'Leo Štulac', 'Sebastián Hernández Mejía', 'Kenny McLean', 'Justin Morrow', 'Michael Pérez Ortiz', 'Paulo Henrique Sampaio Filho', 'Markus Henriksen', 'Maikel Mesa Piñero', 'Amer Gojak', '遠藤 航', 'Dieter Daniel Villalpando Pérez', 'Serge-Junior Martinsson Ngouali', 'Oier Sanjurjo Maté', 'Danilo Teodoro Soares', 'Oghenekaro Etebo', 'Iván Gómez', 'Maycon de Andrade Barberan', 'Taisir Jabir Al Jassim', 'Diego Alejandro Arias Hincapié', 'Clayton Fábio Fildeiras Cachoeira', 'Taras Romanczuk', 'José Luís Moreno Barroso', 'Alexander Fransson', 'R. Nicholas Porfírio Jardim', 'Willard Katsande', 'Pedro Aquino', 'Gregory van der Wiel', 'Pasquale Schiattarella', 'Richard Ortiz Busto', 'Elvis Saric', 'Konstantinos Laifis', 'Rodrigo Éder Serpa Conceição', 'Teemu Pukki', 'Emilio Alex Piodão Esser', 'Gonzalo Escalante', 'Marc Bartra Aregall', 'Rory  McKenzie']
Node (9, 1): ['Felipe Dias da Silva dal Belo', 'Niko Bungert', 'Dario Dainelli', 'Gareth McAuley', 'Maximiliano Ángel Coronel', 'Luciano Lollo', '水本 裕貴', 'Diego Alende López', 'Sam Hughes', 'Perceval Maicon Acunha Inácio', 'Luis Benjamin Paes Soares', 'David Alba Fernández', 'Mustafa Sejmenovic', 'Seyed Majid Hosseini', 'Leo Østigård', 'Jan Bamert', 'Saïf Tka', 'Marco Lund', '胡睿宝', 'Marc Guehi', '那须 大亮', '魏震', 'Nico Ochojski', 'Josh Kerr', 'Thomas Hamer', 'Rhys Gorman', 'Abdulaziz Al Moghir', 'Jake Walker', 'Noah Nurmi', '张恒源', 'Scott Allardice', 'Justin Haak', 'Jakub Bartosiński', 'Filippo Ranocchia', 'Jordan Norville-Williams', 'George Nugent', 'Shane Griffin', '吴雷', 'Alessandro De Angelis', 'Stephan Schimandl', 'Kristoffer Gunnarshaug', 'Dominik Schwizer', 'Bryan Reynolds', 'Osaze Urhoghide', 'Benjamin Hvidt', 'Dean Walsh', 'Pacifique Niyongabire', 'Andrés Alejandro Vergara Astudillo', 'Adrian Knüver', 'Benjamín Figueroa', 'Gastón Zuñiga', 'Jonas Scholz', 'Valentin Reitstetter', 'Joe Grayson', 'Yerko Mauricio Aguila Bastías', 'Sean Harding', "Stefan O'Connor", 'Conor Kenna', 'Hugo Díaz Rodríguez', 'David Grifell Monreal', 'José Ignacio Uche Tabuenca', 'Sam Stubbs', 'Ekin Celebi', 'Tobias Fleckstein', 'Ricardo Antonio Escobar Acuña', 'Stephen Folan', 'Habib Gueye', 'Gabriele Della Bernardina', '镰田 次郎', 'Benjamín Mirelis', 'Stephen Warmolts', 'Curtis Good', 'Pablo Ramón Parra', 'Fulvio Sulmoni', 'Roger Riera Canadell', 'Philipp Knechtel', 'Florian Mayer', 'Henrik Solheim Gjesdal', 'Amos Pieper', 'Jorge Cruz', 'Alexis Sosa', 'Mamadou Doucouré', 'Robert Costa Ventura', 'Ibrahim Diallo', 'Rodrigo Armando González Cárdenas', 'Juan Camilo Pérez Saldarriaga', 'Danny Collins', 'Jon Jönsson', 'Furkan Emre Ünver', 'Steffen Nkansah', 'Brendan Hamill', "Eoghan O'Connell", 'Íñigo López Montaña', "John  O'Shea", 'Alex Bruce', 'Glenn Loovens', 'Vincent Julien Sasso', 'Christoph Janker', 'Iñaki Astiz Ventura', 'Egemen Korkmaz', 'Jan-Ingwer Callsen-Bracker', 'José Antonio Dorado Ramírez', 'Diego Fortunato dos Santos Queiroz', 'Gabriele Angella', 'Marco Andreolli', 'Emiliano Moretti', 'Danilo Larangeira']
Node (1, 1): ['Jonathan Hogg', 'Jens Stryger Larsen', 'Ruben Alexandre Rocha Lima', 'Raúl García Carnero', 'Jan Bořil', 'Gino Peruzzi', 'Vladimír Coufal', 'Róger Espinoza Ramírez', 'André Biyogo Poko', 'William Owusu', 'Marco Stiepermann', 'Josh Brownhill', 'Marlon Javier Piedrahita Londoño', 'Rafael Antonio Caroca Cordero', 'Daniel Williams', 'David Mackalister Silva Mosquera', 'Darwin Zamir Andrade Marmolejo', 'Raffaele Pucino', 'Lumor Agbenyenu', 'Paweł Olkowski', 'Konstantin Kerschbaumer', 'Mohammed Al Buraik', 'Jón Daði Böðvarsson', 'Cristian Ganea', 'Kelvin Leerdam', 'Didier Delgado', 'Hosam Aiesh', 'Jeisson Andrés Palacios Palacios', 'Martin Frýdek', 'Anders Ågnes  Konradsen', 'Korey Smith', 'Graham Carey', 'Alessandro Salvi', 'Unai Medina Pérez', 'Ismael López Blanco', 'Franz Hermann Schultz Ramírez', 'Calogero Rizzuto', 'Mehdi Zeffane', 'Lee Wallace', 'Christopher Cadden', 'Birkir Bjarnason', 'Lucas Melano', 'Danilo Soddimo', 'Marvin Pourié', 'Maciej Sadlok', 'Marcel Gaus', 'Liam Henderson', 'Agostino Garofalo', 'Ricardo Nuno dos Santos Nunes', 'Brooks Lennon', '天野 纯', 'Timo Perthel', 'Lorenzo Laverone', 'Ben Zolinski', 'Felix Müller', 'Fredrik Aursnes', 'Arnór Ingvi Traustason', 'Jonathan Parr', 'Sam Johnson', 'Jakub Wójcicki', 'Francisco Gámez López', 'Marc Heider', 'Dean Furman', 'Veton Berisha', 'Alex Gilbey', 'Scott Sutter', 'Björn Kopplin', 'Alex Muyl', 'Jason McCarthy', '신세계 申西桂', 'Andrew Halliday', 'Aleksandar Miljković', '室屋 成', 'Jason Naismith', 'Petter  Strand', 'Carlos Rivas', 'Edis Ibargüen', 'Marvin Ajani', 'Jacob Barrett Laursen', 'Alliou Dembélé', 'Sam Adekugbe', 'Peter Kurzweg', '菊地 俊介', 'Mads Døhr Thychosen', 'Tawfiq Bu Haymid', 'Matti Lund Nielsen', 'Lukas Grozurek', 'Pascal Sohm', 'Jake Jervis', 'Rodney Wallace', 'Karl Sheppard', 'Lee Brown', 'Luis Alberto Tipton Palacio', 'Quentin Maceiras', 'Filip Rogic', 'Gilli Rólantsson Sørensen', 'Sebastián Luna', '橋岡 大樹', 'Harry Anderson', 'Stephan Auer', 'Thomas Hagn', '이상기 李相吉', 'Drey Jermaine Wright', 'Ryan Edwards', 'Etienne Amenyido', 'Elliott  Hewitt', 'Mitch Austin', 'Jordan Williams', 'Joss Labadie', 'John Mountney', 'Daniel Jones', 'Alexander MacDonald', 'Benjamin Pintol', 'Kieron Morris', 'Nathaniel Atkinson', 'Žarko Udovičić', 'Malvind Benning', 'Kent-Are Antonsen', 'Mohammed Qassem Al Nakhli', 'Toni Lindenhahn', 'Faisal Darwish', 'Ryan Jackson', 'Michael Harriman', 'Christer Gustafsson', 'Callum Reilly', 'Curtis Thompson', 'Carlos Emilio Orrantía Treviño', 'Paweł Zieliński', 'Luke Leahy', 'Kristoffer Tokstad', 'Cedric Evina', 'Joe Edwards', 'Luca Di Matteo', 'Abumere Tafadzwa Ogogo', 'Simon Madden', '王刚', '野津田 岳人', 'Stefan Glarner', 'Tom James', 'Jim-Patrick Müller', 'Merveille Biankadi', 'Daniel Georgievski', 'Tomasz Kupisz', 'Nico Granatowski', 'Edwin Alexi Gómez Gutiérrez', 'Karlo Bartolec', 'Andreas Wittwer', 'Darren Pratley', 'Alexander Juel Andersen', 'Yhorman David Hurtado Torres', '菊池 大介', 'Paweł Stolarski', 'Fabio Kaufmann', 'Fabio Concas', 'Jamie Allen', 'Joe Jacobson', 'Gareth Evans', 'Kevin Patrick Dawson', 'Elosman Euller Silva Cavalcanti', 'Sean Gannon', 'Liam Kelly', 'Jens-Martin Gammelby', 'Saeed Fawaz Al Mowalad', 'Lucas Akins', 'Federico Casarini', 'Abdulrahman Al Obaid', '奥埜 博亮', 'Marco Crimi', 'Volodymyr Kostevych', 'Rasmus Lindkvist', 'Adam Hloušek', 'Héctor Berríos', 'Barnabás Bese', 'Isaac Carcelén Valencia', 'Joachim Thomassen', 'Scott Jamieson', 'Alan Czerwiński', '고승범 高承范', 'Richard Tait', 'Emiliano Purita', 'Nils Butzen', 'Jason Demetriou', 'Eric Larsson', 'Nahuel Yeri', 'Christoph Martschinko', '永井 謙佑', 'Gavin Massey', 'Mateusz Możdżeń', '田口 泰士', 'Omar Albornoz', '任航', 'Anthony Jung', 'Raúl Miguel Cámara', 'Daniel Lovitz', 'Lars Vilsvik', 'Leandro Bacuna', 'Rhyan Grant', 'Ryan Leonard', 'Patrick Farkas', 'Elliott Bennett', 'Mansour Al Harbi', 'Jeppe Andersen', 'Grant Ward', "Brandon O'Neill", 'Pierre-Yves Polomat', 'Ari Freyr Skúlason', 'Murray Davidson', 'Kristoffer  Haugen', '井手 口陽介', 'Carlos Embalo', 'Giovanni Troupée', 'Dimitri Mohamed', '大津 祐樹', 'Erling Knudtzon', 'Vasile Mogos', 'Michaël Pereira', 'Kaio Fabiano Figueiras Guerra', 'Diego Vallejos', 'Manuel  Castellano Castro', 'Luis Valcarce Vidal', 'Augusto Barrios', 'Enej Jelenič', 'Marco Moscati', 'Antonio Piccolo', 'David Alejandro Gómez Rojas', 'Fabien Centonze', 'Niklas Kreuzer', 'Kamil Drygas', 'Gilberto García Olarte', 'Fabio Daprelà', 'Daniel Buballa', 'Marco Calderoni', 'Georg Teigl', 'Joshua Brillante', 'Gonzalo Felipe Barriga Ahumada', 'Armand Traoré', 'Daniele Sciaudone', 'Kévin Vandendriessche', 'Sebastián Dubarbier', 'Brian Oliván Herrero', 'Enrique Pérez Herrera', 'David Davis', 'Greg Taylor', 'Jonaldo Kauã Monteiro Moura', 'Sandro Sirigu', 'Andreas Vindheim', 'Andy Keogh', 'Emerson Leite De Souza', 'Tiago Jorge Oliveira Lopes', 'Jann George', 'James Meredith', 'Francesco Renzetti', 'Hidde ter Avest', 'Gastón Claudio Corvalán', 'Mike van Duinen', 'Vincent Rüfli', 'Arne Feick', 'Adrían Spörle', 'Emmanuel Hackman', 'Kristoffer Zachariassen', 'Brayan Alexis Angulo León', 'Dimitri Petratos', 'Vítor Bruno Ramos Gonçalves', '李学鹏', 'Kevin Großkreutz', 'Riccardo Fiamozzi', '車屋 紳太郎', 'Diego Johannesson Pando', 'Philip Heise', 'Stanislav Manolev', 'Jamal Lewis', 'Racine Coly', 'Andrew Farrell', 'Shaleum Logan', 'Brecht Capon', 'Alfonso Espino', 'Rasmus Nissen Kristensen', 'Jorge Antonio Flores Villafaña', 'Florian Klein', 'Hárrison Steve Henao Hurtado', 'John Edison Mosquera Rebolledo', 'Lennart Thy', 'Paweł Wszołek', 'Juan Camilo Angulo Villegas', 'Ahmed Eissa  El Mohamady Abdel Fattah', 'Carlos Akapo Martínez', 'Jorge Sánchez', 'Cristian Andrés Higuita Beltrán', 'Ivo Daniel  Ferreira Mendonca Pinto', 'Rafael Baca Miranda', 'Anton Tinnerholm', 'Juan Pablo Vigón', 'Marcus Rohdén', 'Andy Yiadom', 'Sean Klaiber', 'Martin Olsson', 'Gernot Trauner', 'Marc Dal Hende', 'Damian Zbozień', 'Tendayi Darikwa', 'Sandro Manoel dos Santos', 'José María Angresola Jiménez', 'Jonathan Lopera Jiménez', 'Daniel Muñoz Mejía', 'Tobias Pachonik', 'Johan Larsson', 'Ondřej Zahustel', 'Ángelo Nicolás Sagal Tapia', '고요한 高约翰', 'Morten Thorsby', 'Jordi Calavera Espinach', 'Anders Trondsen', 'Sergi Palencia Hurtado', 'Kellyn Acosta', 'Mohamed Mady Camara', 'Simen  Kristiansen Juklerød', 'Víctor Salazar', 'Loris Benito', 'Josh Risdon', 'Bryan Acosta', 'Danovis Banguero Lerma', 'Emanuel Insúa', 'Marcelo Meli', 'Ritchie De Laet', 'Luke Ayling', 'Marlion Gustavo Simões Paiva', 'Gaetano Letizia', 'Ronaël Pierre-Gabriel', 'Fouad Chafik', 'Leonardo Sebastián Prediger', 'Facundo Sánchez', 'Jere Uronen', 'Ken Reichel', 'Kirill Nababkin', 'Christian Chimino', 'Cheick Doukouré', 'Douglas Arthur Armeira Bahia', 'Taulant Xhaka', 'Vinicius Lúcio Cardenha Caeiro', 'Filip Novák', 'Massimo  Luongo', 'Jesús Antonio Molina Granados', 'Joe  Bryan', 'Faris Haroun', 'Andrey Eshchenko', 'Bakaye Dibassy', 'Paul Nicolás Aguilar Rojas', 'Bartosz Bereszyński', 'Julio Buffarini', 'Kemar Lawrence', 'Greg Cunningham', 'Sergio Álvarez Díaz', 'Junior Alonso', 'Emmanuel Mas', 'Erik Durm', 'Jorge Daniel Hernández Govea', 'Aaron Wan-Bissaka', 'Éder Gabriel Militão']
Node (7, 4): ['Jozabed Sánchez Ruiz', 'Sebastián Cristóforo', 'Sergiy Rybalka', 'Claudio Ariel Yacob', 'Rui Pedro da Rocha Fonte', 'Bryan Heynen', 'Borja Lasso De La Vega', 'Craig Bryson', 'Mirko Gori', 'Darwin Adelso Cerén Delgado', 'Salih Özcan', 'Javier Puado Díaz', 'Miroslav Radović', 'Javier Muñoz Jiménez', 'Alejandro López Moreno', 'Jerdy Schouten', 'Hernán Daniel Santana Trujillo', 'Ramón Ignacio Fernández', 'Mohammad Ibrahim Al Sahlawi', 'Johan Patricio Fuentes Muñoz', 'Marko Poletanović', '仓田 秋', 'Víctor Dávila', 'Samuel Mraz', 'César Alexis Cortés Pinto', 'Venanzio Luis Meirás Correia', 'Kristoffer  Løkberg', 'Danny Bakker', 'Tony Andreu', 'Rafał Boguski', 'Souleymane Diarra', 'Sam Mantom', 'Gianluca Nijholt', 'Ken Ilsø Larsen', 'Gabriel Eduardo Sandoval Alarcón', 'Graham Burke', 'Michał Kopczyński', 'Henrik Rørvik Bjørdal', 'Damià Sabater Tous', 'Wouter Marinus', '황인범 In Beom Hwang', 'Claudio Ezequiel Mosca', 'Geoffrey Tréand', 'Michel Aebischer', 'Abdullah Saud Al Mutairi', 'Daniel Rose', 'Conor Grant', 'Lewis Stevenson', 'José Juan Macías', 'Furkan Soyalp', 'Aidan Keena', 'Josimar Milton Moura Chissano', 'Callum Styles', '陈雷', 'Dean Peter Bowditch', 'Mert Hakan Yandaş', '고경민 柯京闽', 'Jacopo Segre', 'Siegfried Rasswalder', 'Waleed Hezam Al Anazi', 'Filip Lesniak', 'Saqer Otayf', '福田 健介', 'Mohammed Al Majhad', 'Ahmad Awad', 'Reece Cole', 'Noor Husin', 'Sami Al Najai', 'James Jones', 'David Andrés Camacho Valencia', 'Wan Kuzain Wan Kamal', 'David Alejandro Henríquez Mandiola', 'Callum Guy', 'Nahum Gómez Del Rosal', 'Magnus Stamnestrø', 'Tobias Christensen', 'Ryan Harley', 'Carlos Villanueva', 'Sergio Pérez Jaén', 'Ludvig Fritzson', 'George Maris', 'Samir Ramizi', 'Tom Conlon', 'Alexander Roldan', 'Michał Nalepa', '朱宝杰', 'Robert Ljubicic', 'Nicolas Jüllich', 'João Pedro Vilardi Pinto', 'Martin Raynov', 'Håvard Storbæk', 'Diego Barreto', 'Abdulmajeed Abdullah Al-Swat', 'Jacob Lungi Sørensen', 'Erik Nevdal Mjelde', 'Martin Rasner', '신창무 申昶武', 'Luis Antonio Pavez Contreras', 'Tomislav Gomelt', 'Alejandro Zamudio', 'Nikolas Nartey', 'Dean Parrett', 'Unai Vencedor Paris', 'Christian Kouan', 'Mario Grgic', 'Kianz Froese', 'João Tavares Almeida', '范晓冬', '阿部 拓馬', 'Galin Stefanov Ivanov', 'Jens Jakob Thomasen', 'Julius Biada', 'Juan Diego Molina Martínez', 'Agustín Almendra', 'Gennaro Acampora', 'Brandt Bronico', 'Johan Bertilsson', 'Martin Wagner', 'Kevin Walker', 'Magnus Kofod Andersen', '武富 孝介', 'Erik Zenga', 'Rodolfo Antonio Zelaya García', 'Abdulmajeed Al Sulayhim', 'Borislav Tsonev', 'Vitalie Damascan', 'Maximiliano Comba', 'Cristhian Fabián Paredes Maciel', 'Romain Faivre', 'Gedion Zelalem', 'Christian Rivera', 'Ryan Ledson', 'Pep Biel Mas Jaume', 'Jaime Gavilán Martínez', 'Chris Erskine', 'Josh Cullen', 'Ramiro Guerra', "Stuart O'Keefe", 'Jordan Tell', 'Jurgen Ekkelenkamp', 'Fabio González Estupiñán', 'Miguel Ángel Sansores Sánchez', 'Louis Reed', 'Daniel Batty', 'Valeriane Gvilia', '김창수 金昌洙', 'Leandro Maciel', 'Luke Mulholland', '三原 雅俊', 'Francisco Javier Torres Zamores', 'Adam Matuszczyk', 'Robin Söder', 'Mounir El Allouchi', 'Imanol García Lugea', '梅崎 司', 'Will Keane', '尹鸿博', 'Roberto Olabe Del Arco', 'Dilson Robson Calegari Travassos', 'Anders Dreyer', '백승호 Seung Ho Paik', 'Sean Longstaff', 'Sebastian Jakubiak', 'Giorgi Kharaishvili', 'Alberto Soro Álvarez', 'Reuven Niemeijer', 'Víctor Moya Martínez', 'Tom van de Looi', 'Ahmed Mohammed Al Fraidi', '高橋 義希', 'Eduard Atuesta', 'Morgan Gibbs-White', 'Sam Field', 'Florian Tardieu', 'Oihan Sancet Tirapu', 'Andreas Blomqvist', 'Tarek Hamed', 'Alex Charles Doneiro Gomes', 'Giuseppe Mastinu', 'Nils Seufert', 'Yekta Kurtuluş', 'Bastien Toma', 'Stephen Quinn', 'Michael de Leeuw', 'Sebastián Ferreira', 'Mounir El Hamdaoui', 'Badr Boulahroud', 'Stefan Kulovits', 'Giulio Maggiore', 'Nicolás Linares', 'Melvin Luan Regalo Sousa', 'Aleš Čermák', 'Jone Samuelsen', 'Ali Messaoud', 'José Kanté Martínez', 'Gorka Guruzeta Rodríguez', 'Michał Chrapek', 'Andrew Shinnie', 'Alejandro Carbonell Vallés', 'Tomás Belmonte', 'Damian Dąbrowski', 'Emmanuel Rivière', 'Robert Mühren', 'Leandro Greco', 'Wilfrid Kaptoum', 'Siphelele Ntshangase', 'Mohammed Osman', 'Dener Adão Rolim Leal', 'Ulises Segura', 'Bruno André Freitas Monteiro', 'Niklas Dorsch', 'Jorgino Kaio Baumer Negrão', 'Saeid Ezatolahi', 'Richard Towell', '大久保 嘉人', 'Diego Iván Rubio Kostner', 'Stefano Napoleoni', 'Luca Valzania', 'Moreno Costanzo', 'Josh  Scowen', 'Antonaldo V. Laforte Beretta', '髙萩 洋次郎', 'Samuel Gustafson', 'Daniel José Rodríguez Vázquez', 'Miguel Linares Cólera', 'Fabio Mazzeo', 'Jonathan Delaplace', 'Álvaro Peña Herrero', 'Anton Fink', '권순형 权纯亨', 'Joseph Minala', 'Alejandro López Sánchez', 'Alberto Facundo Costa', 'Juan Francisco Martínez Modesto', 'Lee Tomlin', 'Iñigo Ruiz de Galarreta Etxeberria', 'Martin  Pospíšil', 'Peru Nolaskoain Esnal', 'Francesco Deli', 'Joe Williams', 'Omar Nicolás Govea García', 'Maximiliano Rodriguez', 'Carlos Adriano de Souza Cruz', 'Aníbal Cesis Godoy', 'Erdem Şen', '손준호 孙准浩', 'Jack Colback', 'Rafael Andrés Carrascal Avilez', 'Jérémy Grimm', 'Kyle Beckerman', 'Rasmus Schüller', 'Alessandro Murgia', 'Eduardo Expósito Jaén', 'Hugo Adryan Rubiães Chaves', 'Duje Čop', 'Gastón Nicolás Fernández', 'Aron Jóhannsson', 'Emanuel Reynoso', 'Mariusz Stępiński', 'Miguel Ángel Guerrero Martín', 'Igor Zubeldia Elorza']
Node (3, 1): ['Nathan Redmond', 'Ahmed Musa', 'Mykola Morozyuk', 'Samuel Kalu Ojim', 'Vitaliy Buyalskyi', 'Christian Atsu', 'Patrick Roberts', 'Ángel Mena', 'Darko Lazović', '宇佐美 貴史', 'Salvador Sánchez Ponce', 'Gerso Fernandes', 'Alessandro Rosina', 'Marcos G. Santos Matos', 'Santiago Montoya', 'Daniele Verde', 'Amr Warda', 'Jordan Jones', 'Diego Rossi', 'Jérémie Bela', '柏好 文', 'Bilal Başaçıkoğlu', 'Knowledge Musona', 'Jonas Welson Orsi de Meneses', 'Srdjan Plavšić', 'Guilherme Ferreira Pinto', 'Jonathan Diego Menéndez', 'Waldemar Sobota', 'Jorge Alejandro Zárate Careaga', 'Joel Ngandu Kayamba', 'Niclas Eliasson', 'Patricio Rodríguez', 'Lucas Ceballos', 'Pablo José Rojas Cardales', 'Gabriel Airton de Souza', 'Jan Sýkora', 'Stephan Andrist', '이광혁 李光赫', 'Nikolas Spalek', 'Damián Marcelino Moreno', 'James Humberto Quiñónes Caicedo', 'Yves Baraye', 'Paulo Henrique Pereira da Silva', '安西 幸輝', 'Luis Jesús Rioja González', 'Farshad Ahmadzadeh', 'Jean Armel Drolè', 'Mike Könnecke', 'David Mayoral Lastras', 'Vágner Nilson Rosa Cadete', 'Jeff-Denis Fehr', 'Mateo Palacios', 'Bruce Kamau', 'Jordan Green', 'Konrad Michalak', 'Florian Pick', 'Tatsuya Tanaka', 'Mitchell van Bergen', 'David Atanga', 'Jordan Graham', 'Florian Flecker', 'Dabney dos Santos Souza', 'Mohammed Marzouq Al Kuwaykibi', 'Daniel Nieto Vela', 'Gwion Edwards', 'Tarique Fosu', 'Bautista Merlini', 'Connor Mahoney', 'Leonardo da Silva Lopes', 'Francesco Orlando', 'Simon Skarlatidis', 'Daryl van Mieghem', 'José Antonio Ferrández Pomares', 'Hicham Boussefiane', 'Róbert Pich', 'Mariano Omar Barbieri', 'Cheick Keita', 'Thibault Vlietinck', 'Damjan Bohar', 'Simon Hedlund', 'Rúben Gonçalo Silva Nascimento Vinagre', 'Diego Aguirre Parra', 'Adrián Nicolás Luna Retamar', 'Jon Taylor', 'Philipp Huspek', 'Jairo Izquierdo González', 'Maximiliano Núñez', 'Juan Carlos Arce Justiniano', 'Romain Gall', 'Diogo Filipe Rocha Costa', 'Sebastián Villa', 'Javier Osvaldo Mendoza', 'Franck Honorat', 'Chanathip Songkrasin', 'Nilton Soares Rodrigues', 'Oscar David Barreto Pérez', 'Andy Polo', 'Saba Lobjanidze', 'Jesús Medina', 'Matteo Scozzarella', 'Mattia Valoti', 'Kalindi Alves de Souza', 'Richard Neudecker', 'Witiness Chimoio Joao Quembo', 'Bruno Saúl Urribarri', 'Jhon Murillo', 'Awer Mabil', "Marco D'Alessandro", 'Agustín Bouzat', 'Iván Sánchez Aguayo', 'Bernard Parker', 'Luís Miguel Vieira Machado', 'Ewandro Felipe de Lima Costa', 'Víctor Alberto Figueroa', 'Navarone Foor', 'Milan Petržela', 'João Pedro Reis Amaral', 'Salvador José Milhazes Agra', 'Javairô Dilrosun', 'Emre Taşdemir', 'Roberto Insigne', 'Adeilson Daniel Gesser Esser', 'Franco Fragapane', 'Aurélio Gabriel Ulineia Buta', 'João Pedro Neves Filipe', 'Ethan Finlay', 'Jamie Paterson', 'Joseph Paintsil', 'Nicolás Fernández', 'José Luis Gómez', 'Matías Pisano', 'Carlos Mario Arboleda Ampudia', 'Jimmy Cabot', 'Saïd Benrahma', 'Moussa Diaby', 'Daniel Alberto Villalba Barrios', 'Krépin Diatta', 'Rodrigo Gómez', 'Ignacio Gil', 'Carleto Adilson Costinha Caldeira', 'Efecan Karaca', 'Fabián Héctor Sambueza', 'Abdülkadir Ömür', 'João José  Pereira da Costa', 'Federico Ricci', 'Güray Vural', 'Pablo Aránguiz', 'Farid Boulaya', 'Gustav Mendonca Wikheim', 'Pablo Hervías Rubio', 'Benito Raman', 'Ezequiel Barco', 'Oswaldo Germano Cuba Correia', 'Joe Lolley', 'Michael David Barrios Puerta', 'Diogo José Rosário Gomes Figueiras', 'Gabriel Andrei Torje', "Dieumerci N'Dongala", 'Diego Hipólito da Silva Lopes', 'Sherman Andrés Cárdenas Estupiñán', 'Andrés Ibargüen', 'Élton José Xavier  Gomes', 'Brian Lozano', 'Diego Farías da Silva', 'Evanildo Fernandes Gomes', 'Roger Assalé', 'Ryan Kent', 'André Renato Soares Martins', 'Juan Manuel Iturbe Arévalo', 'Virgil  Misidjan', 'Alexandre Moreno Lopera', 'Charly Musonda Junior', 'Lucas Villafañez', 'Carlos Manuel Cardoso Mané', 'Luiz Araújo', 'Álvaro García Rivera', 'Marlon Lourival Nideiro Cintra', 'Emre Mor', 'Nicolás Alexis Silva', 'Maxime Lestienne', 'Antonio Di Gaudio', 'Francisco Javier Guerrero Martín', 'Adam Ounas', 'Héctor Villalba', 'Vladimir Javier Hernández Rivero', '原口 元気', 'Rómulo Otero Vásquez', 'Miroslav Stoch', 'Raúl Mario Ruidíaz Misitich', 'Vincent Koziello', 'Lautaro Germán Acosta', 'Henry Onyekuru', 'Diego Mario Buonanotte Rende', 'Javier Ignacio Aquino Carmona', 'Daniel Castelo Podence', 'Ronaldo Diego Esler Domingues', 'Amine Harit', 'Franco Cervi']
Node (7, 5): ['Bogdan Butko', 'Joseba Zaldúa Bengoetxea', 'Nicola Murru', 'Ibrahima Mbaye', '킴진수 金珍洙', 'Aleksandar Pantić', 'Joe Bennett', 'Milton Nahuel Valenzuela', 'Luis Ricardo Reyes Moreno', 'José Javier Abella Fanjul', 'Eduardo José Borges Machado', 'Ramahlwe Mphahlele', 'Marcel Correia', 'Slobodan Medojević', 'Oussama Haddadi', 'Guillermo Varela', 'Stergos Marinos', 'Pierre Emmanuel Sagna', 'José Iván Rodríguez', 'Raoul Petretta', 'Juan Carlos Paredes', 'Taleb Tawatha', 'Leart Paqarada', 'Anuar Mohamed Tuhami', 'Fodé Ballo-Touré', "Pape  N'Diaye Souaré", 'Benno Schmitz', 'Issam Chebake', 'Camilo Bryan Rodríguez Pedraza', 'Evangelos Oikonomou', 'Elias Cobbaut', 'Jonathan Martins Pereira', 'Laurens De Bock', 'Eros Pisano', 'Kik Pierie', 'Johannes van den Bergh', 'Samuel Souprayen', 'Marin Leovac', 'Martin Cranie', 'Stephen Kingsley', '吉田 豐', 'David Dias Resende Bruno', 'Heriberto Olvera Hernández', 'Stanley Nsoki', 'Matías Germán Melluso', 'Krzysztof Mączyński', 'Jesús Angulo', "Anthony D'Alberto", 'Laurent Abergel', 'Mato Miloš', 'Aldo Cruz', 'Zeki Yavru', 'Eliseu Mendja Nadjack Soares Cassamá', 'Bojan Nastić', 'Lamine Gassama', 'Gabriel Darío Carrasco', 'Cristián Daniel Gutiérrez Zúñiga', 'Dylan Patricio Zúñiga Valenzuela', 'Lloyd Kelly', 'Christian Gartner', 'Oriol Busquets Mas', 'Youssouf Koné', 'Gian-Luca Itter', 'Asavela Mbekile', 'Danilo Acosta', 'Yanni Regäsel', 'Jesper Bøge Pedersen', '和田 拓也', 'Kari Arkivuo', 'Senna Miangue', 'Martin Konczkowski', 'Dennis Widgren', 'Jure Balkovec', 'Nahuel Molina', 'Kevin Conboy', 'Marco Thiede', 'Pa Konate', 'Alex Sola López-Ocaña', 'Sascha Traut', 'Sebastian Hertner', 'Harry Toffolo', 'Christoph Menz', 'Luke Amos', 'Robert Gojani', 'Mikkel Kirkeskov', 'Gaëtan Paquiez', 'Joseph Mills', 'Simon Olsson', 'Ulisses Garcia', 'Jhon Alexander Cano Angulo', '姜涛', 'Niall Mason', 'Kristoffer Pallesen', 'Jack Stacey', 'Rene Antonio Melendez Plaza', 'Mickaël Malsa', 'Linus Wahlqvist', '何超', '周云', 'Danny Bejarano', 'Roman Macek', '深井 一希', 'Kévin Lejeune', 'Christopher Clements', 'Eirik Wichne', '宮崎 智彦', '王亮', '吕鹏', 'Alexandro Cavagnera', '김민준 Min Jun Kim', 'Ben Wiles', 'Dennis Chessa', 'Joaquín Pereyra', 'Erlend Segberg', 'Magnus Christensen', 'Álvaro Alfredo Alejandro Madrid Gaete', 'Thore Jacobsen', 'Santiago Lebus', 'Jake Hessenthaler', 'Ibrahim Cissé', '樱内 渚', '田中 青', 'Martí Vilà García', '立田 悠悟', '박선용 朴宣勇', '橋本 和', 'Matthew Smith', 'Mohammed Al Amri', 'Lennard Sowah', 'César Augusto Hinestroza Lozano', 'Erik Marxen', '이우혁 李愚赫', 'Lamine Fomba', 'Caio César da Silva Silveira', 'Michael Schulze', 'Erik Gliha', 'Ignacio Ayala Rojas', 'Can Özkan', 'Matt Bloomfield', 'Ben Purrington', '永藤 克弥', '藤田 優人', 'Raúl Prieto Odena', 'Daniel Londoño', 'Flynn Downes', '古林 将太', 'Tim Handwerker', 'Adrián Castellano Cobacho', 'Camilo Ignacio Saldaña Inostroza', 'Victor da Silva', '伊东 幸敏', 'Callum Johnson', 'Daniel Dziwniel', 'Panajotis Dimitriadis', 'Axel Borgmann', 'Jonathan Augustinsson', 'Jorge José Ibarra Sánchez', '한국영 Kook Young Han', '김수범 金秀范', 'François Marquet', "Jacopo Dall'Oglio", 'Alexander Dercho', 'Thomas Edwards', 'James Bree', 'Simon Grether', 'Julien Da Costa', 'Alexandre Raineau', 'Michael Ambichl', 'Daniel Kenny Andrew', 'Alessandro Longhi', '扇原 貴宏', 'João Carlos Silva Reis', 'Janek  Sternberg', 'Jérôme Phojo', 'Calum Woods', 'Lewie Coyle', '이기제 李基济', 'Anthony Ralston', 'Anderson Lucoqui', 'Murat Yıldırım', 'Jesper Alkærsig Lauridsen', 'Jesús David Murillo León', 'Piotr Tomasik', 'Hernán Petryk', 'Loïc Goujon', 'Hernán De la Fuente', 'Óscar Adrián Rojas Castillón', '이유현 You Hyeon Lee', 'Chris Hussey', 'Ibrahima Sory Sankhon', 'Jefferson Intriago', 'Viktor Agardius', 'Dženis Burnić', 'Alexander Munksgaard', 'Carlens Arcus', 'Marcel Ruiz', 'Jairo Daniel González Fajardo', 'Jérémy Huyghebaert', 'Tyrone Mears', 'Cheick Oumar Doucoure', '山本 脩斗', 'Morgan Fox', 'Víctor Retamal', 'Aleš Matějů', 'Francisco Miguel Varela Martín', 'Christopher Telo', 'Emirhan Aydoğan', 'Álvaro Juan Cruz Armada', 'Ben Coker', 'Maximilian Jansen', 'Pervis Josué Estupiñán Tenorio', 'Seth Sinovic', 'Alejandro Velasco Fariñas', 'René Lange', 'Felipe Banguero Millán', 'Thilo Leugers', 'Nicolás Tripichio', 'Roberto Crivello', 'Michael  Gonçalves Pinto', 'Musa Nizam', 'Matteo Legittimo', 'Christopher Lenz', 'Pedro Chirivella Burgos', 'Paweł Jaroszyński', 'Donald Toia', 'Ben Sweat', 'Germán Andrés Gutiérrez Henao', 'Conor Townsend', 'Georgios Galitsios', 'Massadio Haïdara', 'Bart van Hintum', 'Marcelo Rivoredo', 'Christoffer Remmer', 'Mikhail Lysov', 'Leon Guwara', 'Alessandro Martinelli', 'Josh Williams', 'Leonel López', 'Alan Mozo', 'Wilfried Moimbé-Tahrat', 'Matthias Bader', 'Ezekiel Fryers', 'Ferhat Öztorun', '山中 亮輔', 'Davide Agazzi', 'Marwane Saadane', 'Marc Hornschuh', 'Dico Koppers', 'Julian Schauerte', 'Thomas Grøgaard', 'Salvador Ruíz Rodríguez', 'Sergio Akieme Rodríguez', 'Javier Hernández Cabrera', 'Manuel Cabit', 'Marco Friedl', 'Myles Kenlock', 'Neal  Eardley', 'Muhammad Youssuf Candé', 'Albert Sambi Lokonga', 'Cornel Râpă', 'Tyler  Blackett', 'Mërgim Vojvoda', 'Damian Roßbach', 'Jamilu Collins', 'André Alexandre Antunes Pedrosa', 'Markel Etxeberría Mendiola', 'Gianluca Di Chiara', 'Sifiso Hlanti', 'Héctor Hernández Ortega', 'Jordan Spence', 'Jakob Ahlmann', 'Joe Mattock', 'Julián Javier Delmás Germán', 'Tiago Manuel Oliveira Mesquita', 'Jonas Föhrenbach', 'Rajko Brežančić', 'Nuno Vieira Campos', 'Jukka Raitala', 'Ivan Lakićević', 'Julio José Pleguezuelo Selva', 'Cameron Borthwick-Jackson', "Cristian Dell'Orco", 'Chris Solly', 'Jason Lowe', 'Juan Guillermo Arboleda Sánchez', 'Théo Pellenard', 'Gustavo Ramón Mencia Dávalos', 'Reece James', 'Erdin Demir', 'Daniel Clayton Mestrança Silva', 'Ignacio Rivero', 'Nicolas Sebastian Frey', 'Yevhen Opanasenko', 'Andrea Barberis', 'Borna Sosa', 'Aleksandar Ignjovski', 'Fábio Diogo Agrela Ferreira', 'Carl Jenkinson', 'Eric Lichaj', 'Connor Roberts', 'Carlos Pomares Rayo', 'Joffrey Cuffaut', 'Arnold Bouka Moutou', 'Lee Peltier', 'Adrián Ripa Cruz', 'Jake Bidwell', 'Behrang Safari', 'Emilio Izaguirre', 'Lorenzo Dickmann', 'Stephan Salger', 'Miguel Juan Llambrich', 'Uğur Çiftçi', 'Jonas Knudsen', 'Tomás Guidara', 'Sandy Walsh', 'Nicolas Cozza', 'Ashley Richards', 'Miguel Ángel Garrido Cifuentes', 'Filip Mladenović', 'Kevin Mac Allister', 'Brian Tømming Hamalainen', 'Attila Fiola', 'Tyrell Malacia', 'Lukas Kübler', 'Petar Stojanović', 'Laurent Jans', 'João Carlos Reis Graça', 'Enock Kwateng', 'Antonio Mazzotta', 'Pedro Miguel Lopes Pereira', 'Neil Taylor', 'Lucas Villalba', 'José Carlos Van Rankin Galland', 'Daniel Lasure Briz', 'Jack Robinson', 'Bart Nieuwkoop', 'Fabian Holland', 'Gary Kagelmacher', 'Vinicius Lúcio Trieiro Lobato', '박주호 朴柱昊', 'Elvis Rexhbeçaj', 'Juan Guillermo Domínguez Cabezas', 'Saúl García Cabrero', 'Esteban Rolón', 'Jordan Lefort', 'Mario Sampirisi', 'Roberto Román Triguero', 'David Costas Cordal', 'Yoann Barbet', 'Maxime Colin', 'Diego Armando Valentin Contento', 'Vasco Regini', 'Sebastian Jung', 'Ondřej Petrák', 'Iván Pillud', 'Yoann Andreu', 'Mihály Korhut', 'Kyle Walker-Peters', 'Filippo Costa', 'Olivier Boscagli', 'Afonso Rebeiro Figueiredo', '槙野 智章', 'Ronald Alberto Matarrita Ulate', 'Rico Strieder', 'Matt Targett', 'Ben Davies', 'Jack Price', 'Konstantinos Galanopoulos', 'Boubacar Kamara', 'Steven Moreira', 'Francisco Javier Martos Espigares', 'Manuel Schmiedebach', 'Steeve Yago', 'Lionel Carole', 'Farid Alfonso Díaz Rhenals', 'Kevin Diks', 'Cristian Molinaro', 'Sofiane Alakouch', 'Diego González Polanco', 'Assane Dioussé El Hadji', 'João Carlos Araújo Fonseca Silva', 'Nenad Tomović', 'Olivier Veigneau', 'Júlio César Pires Feitosa', 'Enda Stevens', '谷口 彰悟', 'Jonjoe Kenny', 'Vincent Laurini', 'José Ángel Crespo Rincón', 'Danny Simpson', 'Gaëtan Bong Songo', 'Edgar Miguel Ié', 'Andreas Beck', 'Simon Francis', 'Peter Pekarík', 'Bernardo Fernandes da Silva Junior', 'Unai Bustinza Martínez', 'Daniel Congré', 'Tony Jantschke', 'Leon-Aderemi Balogun', 'Aritz Elustondo', 'Facundo Sebastián Roncaglia', 'Mason Holgate', 'Martín Cáceres', 'Laurent Koscielny']
Node (6, 5): ['Paul Bernardoni', 'Dénes Dibusz', 'Andrea Seculin', 'Luciano Renato Cacheira Sá', 'Danijel Zagorac', '曾端 准', '박준혁 朴俊赫', 'Bozhidar Konstantinov Mitrev', 'Ibrahim Šehić', 'Sebastián Jurado Roca', 'Federico Vicente Lanzillota', 'Avdo Spahic', 'Adam Smith', 'Łukasz Sapela', 'Fahad Al Shammari', 'Tino Casali', 'Alberto Lejárraga Rubio', 'Manuel Roffo', 'Joaquín Mendive', 'Alessandro Favaro', 'Anthony Racioppi', '中林 洋次', 'Daniel Rebollo Franco', 'Paul Gartler', 'Maxim Rudakov', 'Cristian Arroyave', 'Jonathan Flatt', 'Nathan Trott', '박지민 Ji Min Park', 'Jan Hoekstra', 'Max Sprang', 'Maxime Pattier', 'Mohammed Al Haeti', 'Jeison Truque', 'Harry Isted', '荻 晃太', 'Marc Vito Brezmes', 'Luuk  Brand', 'Abdul Manaf Nurudeen', 'Marcelo Agustín Miño', 'Andy Fisher', 'Aubin Long', '沈帅帅', 'Hugo Constant', 'Julius Lindgren', 'Nick Suman', '三浦 龍輝', 'Tibo Herbots', 'Brayan Manosalva', 'Solomon Brynn', 'Gabriel Rosario', 'Mads Hermansen', '丁博威', 'Corey Addai', 'Jack Sims', 'Matthew Sutton', 'Joel Raymundo García Chacón', 'Kevin Pilkington', 'Enda Minogue', 'Juan Ramón Ruíz', 'Kevin Catalán', 'Leopold Wahlstedt', 'Callum Hawkins', 'Jack Livesey', 'Dawid Szczepaniak', 'Marcin Brzozowski', 'Will Henry', 'Jack Kelly', 'Mads Kikkenborg', 'Ollie Battersby', 'Zac Jones', 'Jakub Miszczuk', 'Zach Hemming', 'David Craddock', 'Joaquín García Epull', 'Simone Pio Sarri', 'Joachim Imbrechts', '八田 直樹', 'Harry Beasley', 'Matias Finnestrand', 'Petar Durin', 'Bror Ness Grøtterud', 'Lucio Soldini', 'Federico Nicastro', 'Khuwailed Al Mozaibri', 'Luke Mewitt', 'Marcus Dewhurst', 'Scott Moloney', '张岩', 'Brady Scott', 'José Lártiga', 'Juan José Echave', '柴崎 岳', 'Abdulsamed Damlu', 'Basil Al Bahrani', '吉丸 絢梓', 'Davide Bochicchio', 'Rhys Lovett', '奥田 達朗', 'Benjamin Ozegovic', 'Kacper Chorążka', 'Rodrigo Ignacio Yáñez Castillo', 'Alexis Sevestre', 'Andy Firth', 'Abdulaziz Al Shehry', 'Giacomo Satalino', 'Joshua Tibbetts', 'Benjamin Leneis', 'Oliver Christensen', 'Guillaume Dietsch', 'Luca Ashby-Hammond', 'Evan Moran', '西部 洋平', 'Abdullah Abdulhameed', 'Kristoffer Klaesson', 'Stefan Bajic', 'Théo Vermot', '川俣 慎一郎', 'Peter Vindahl Jensen', 'Rowen Koot', 'Daniel Parra Bové', 'Nicolas Lemaître', 'Ryan Schofield', 'Cyril Fogacci', 'Dan Lavercombe', 'Giacomo Poluzzi', 'Octavio Patiño', 'Florent Maddaloni', 'Owen Evans', 'Ross Fitzsimons', '韩镕泽', 'Lario Martínez Jerónimo Manuel', 'Václav Hladký', 'Gerard Tomás Iborra', 'Luis Alfonso Ureta Medina', 'Luis Ignacio Ingolotti', 'Joe McDonnell', 'Norman Quindt', 'Ahmad Al Ghamdi', 'Juan Cruz Bolado', 'Alberto Rosteghin', 'Matija Šarkić', 'César Estrada', 'Alberto González Cespedosa', 'Jari De Busser', '丹野 研太', 'Dimitar Evtimov', 'Francesco Rossi', 'Joaquín Miralles Sanz', 'Kevin Rauhut', 'Louis Yamaguchi', 'Scott Davies', 'Alfie Whiteman', 'Matías Borquez', 'Andrea Tozzo', 'Bruce Bvuma', 'Nathan Bishop', 'Boran Güngör', 'Ilgyu Park', 'Jonathan Estrada Barajas', 'Michael Brouwer', 'James Shea', '志村 滉', 'Gary Rogers', 'Mazyad Fraih Al Anazi', 'Dominik Kotarski', 'Ali Ibrahim Al Mazyadi', 'Babacar Niasse', 'Dominik Hładun', '関宪 太郎', 'Diogo Miguel Oliveira Silva', '송범근 Bum Keun Song', 'Delano van Crooij', 'Brian Murphy', 'Pietro Perina', 'Daniel Akpeyi', 'Tommaso Berni', 'Liam Kelly', 'Davide Merelli', 'Gonzalo Marinelli', '邓小飞', 'James Aguirre', 'David Bičík', 'Nelson Fernando Ramos Betancourt', 'Andreas Leitner', 'Luís Manuel Arantes Maximiano', 'Kevin Broll', 'Jérémy Vachoux', 'Adrian Šemper', 'Thapelo Jackson Mabokgwane', 'Alexander Schlager', 'Connor Ripley', 'Owalabi Saturnin Allagbé Kassifa', 'Muammer Yıldırım', 'Christian Walton', 'Luca Mazzoni', 'Helton Brant Aleixo Leite', 'Carlos Acevedo López', 'Arkadiusz Malarz', 'Marián Kelemen', 'Benjamin Leroy', 'Nathael Walter Silbeira Caeiro', 'Esteban Néstor Conde Quintana', '강현무 姜贤茂', 'Isak Pettersson', 'Jandrei Chitolina Carniel', 'Marcus Bettinelli', 'David Ospina Ramírez']
Node (4, 7): ['Unai López Cabrera', 'Francisco José Beltrán Peinado', '長友 佑都', 'Patrik Hrošovský', 'Olcay Şahan', 'Mason Mount', 'Luis Carlos Correia Pinto', 'Fábio Ricardo Gomes Fonseca', 'Éric Bauthéac', 'Luis Gonzalo Bustamante', 'Luke Anthony Freeman', 'Eduardo Antônio Machado Teixeira', 'Diego Santiago Fagúndez Pepe', 'Ismaël Bennacer', '堂安 律', '이청용 李青龙', 'Valerio Verre', 'Mauro Pierre Cildinho Conradi', 'Bruno José Pavani Lamas', 'Daniel Kolář', 'Bruno Vinícius Souza Ramos', 'Wilson Miguéis Manafá Jancó', 'Gustavo Lucas Domingues Piazon', 'Mark Duffy', 'Joris van Overeem', 'Saîf-Eddine Khaoui', 'Damian Kądzior', 'Nemanja Radonjić', 'Fernando Henrique Boldrin', 'Roberto Alvarado', 'Akaki Gogia', 'Urby Emanuelson', 'Kieran Lee', 'Jed Wallace', 'Jesús Enrique Sánchez García', 'Harrison Reed', 'Deiver Machado', '阿部 浩之', 'Luigi Bruins', '大島 僚太', 'Vitor Gomes Pereira Júnior', 'Alexis Mac Allister', 'Justin Meram', 'Osama Rashid', 'Casper De Norre', 'Stewart Downing', 'Johan Cavalli', '柏木 陽介', 'Yahia Sulaiman Al Shehri', 'Jeremy Dudziak', 'Eirik Hestad', '土居 聖真', '金子 翔太', 'Antonio Campillo Medina', 'Dimitri Bisoli', 'Pablo Ignacio Galdames Millán', 'Ayaz Guliev', 'Kelyn Rowe', 'Ali Gholizadeh', 'Joe Benny Corona Crespín', 'Omri Altman', 'Ezequiel Oscar Scarione', 'Jakob Jantscher', 'Lucas Fernandes da Silva', 'Michael Zullo', 'Teddy Bishop', 'Ali Crawford', 'Zvonimir Kozulj', 'Turki Al Ammar', '菅 大輝', 'Carlos Sierra', 'Patrick Göbel', 'Stefan Scougall', 'Misael Dávila', 'Luís Augusto Martins Rocha', '森谷 贤太郎', 'Domenico Mungo', 'Jimmy Antonio Martínez', 'George Moncur', '정원진 政原进', 'Romain Perraud', 'Marvin Wanitzek', 'Carlos Alberto Rodríguez Gómez', 'Alexis Zapata Álvarez', 'Athanasios Androutsos', 'José Francisco Torres Mezzell', 'Emiliano Marcondes', 'Anouar Kali', 'Gastón Lódico', 'Daniel Toth', 'Bentley Baxter Bahn', 'Luis Felipe Gallegos', 'Michel Niemeyer', 'Youssef El Jebli', 'Emmanuel Bourgaud', 'Nedim Bajrami', 'Ridle Bote Baku', '遠藤 康', 'Domingo Felipe Blanco', "Eunan O'Kane", 'Jon Nolan', 'Joaquín Marín Ruiz', 'Yoann Court', 'Andrea Settembrini', 'Alexandre Bonnet', 'László Bénes', 'Luca Tremolada', 'Jimmy Roye', 'Thomas Eisfeld', 'Samuel Moutoussamy', 'Julian Palmieri', 'Nicolas Gavory', '山田 大記', 'Ermir Lenjani', 'Rodolfo Vilchis Cruz', 'Sandro Nelson Maceira Nascimento', "Kristof D'Haene", 'Ignacio Méndez Navia Fernández', 'George Nyiko Maluleka', 'Vito van Crooij', 'Leandro de Lima Silva', 'Samuel Thomas Carvalho Melo', 'Magno Damasceno Santos da Cruz', 'Etzaz Hussain', 'Stelios Kitsiou', 'Andrea Schenetti', 'Mario Šitum', 'Diego Caballo Alonso', 'Eljif Elmas', 'Borja Herrera González', 'Sergio Peña', 'DaMarcus Beasley', '정석화 郑硕华', 'Marco Terrazzino', 'Luis Otávio Bonilha de Oliveira', 'Cristian Buonaiuto', 'Bryan Oviedo', 'Deni Milošević', 'Clément Michelin', 'Ager Aketxe Barrutia', 'Álvaro Tejero Sacristán', 'Javier Galán Gil', 'Daniel Johnson', 'Ahmet Engin', 'Mikkel Duelund', 'Rudy Alejandro Cardozo Fernández', 'Christophe Mandanne', 'Marko Pajač', 'Matty Cash', 'Rafał Kurzawa', 'Mathieu Cafaro', 'Thomas Bruns', 'Brayan Garnica', 'Antonin Bobichon', 'Henry Vaca', 'Rafał Wolski', 'Jason Berthomier', 'Héctor Andrés Quiñónes Cortés', 'Karim Laribi', 'Allan Norberto Ardaújo Alves', 'Domagoj Antolić', 'Jean-Victor Makengo', 'Ianis Hagi', 'Filippo Bandinelli', 'Gaëtan Hendrickx', 'Alexis Saelemaekers', 'Özgür Çek', 'Ignacio Vidal Miralles', 'Jacopo Dezi', 'Magnus  Wolff Eikrem', 'Patrick Ebert', 'Eduard Bello', 'Manuel Morlanes Ariño', 'Evandro Goebel', 'Wagner Mauro Orsi Vasquez', 'Jonathan Osorio', 'Marc Pugh', 'Abdalla Mahmoud El Said Bekhit', 'Matteo Tosetti', 'Simone Padoin', 'João Tiago Serrão Garcês', 'Diego Nicolás Rojas Orellana', 'Emerson Maicon Avintes Reis', 'Luis Arturo Montes Jiménez', 'Maxime Barthelmé', 'Walter Gael Sandoval Contreras', 'Sander Coopman', 'Eren Albayrak', 'Omar Fernández', 'Luis Manuel Seijas Gunther', 'László Kleinheisler', 'Thomas Pledl', 'Graham Dorrans', 'Néstor Susaeta Jaurrieta', 'João Rodolfo Bardinho Barros', 'Jorge Correa', 'Tom Carroll', 'Salih Uçan', 'Maciej Rybus', 'Fernando Canesín Matos', 'Pascal Stenzel', '清武 弘嗣', 'Jiloan Hamad', 'Samuel Bastien', 'Yaya Kouassi Ouattara', 'Beder Caicedo', 'Pedro Antonio Porro Sauceda', 'Davide Di Gennaro', 'Adrián Guto Negrão Bastos', 'Jessé Martin Ledeiro Serra', 'Diogo Ferreira Salomão', 'Rémi Walter', 'Michal Trávník', 'Pablo Daniel Ceppelini Gatto', 'Tom Lawrence', 'Luís Rafael Soares Alves', 'Juan Carlos Pérez López', 'Miguel Edson Pimenta Baia', 'Luca Sangalli Fuentes', 'Pieter Gerkens', 'Stef Peeters', 'Henri Saivet', 'Douglas Luiz Soares de Paulo', 'Jan Kovařík', 'Aleksandr Tashaev', 'Yamil Asad', 'Aziz Eraltay Behich', 'Christian Camilo Marrugo Rodríguez', 'Josef Hušbauer', 'Moritz Leitner', 'Mykola Shaparenko', 'Tomáš Hořava', 'Anders Christiansen', 'Jérémy Pied', 'Juan Carlos Real Ruiz', 'Christopher Buchtmann', 'Gabriel Moisés Antunes da Silva', 'Josip Pivarić', 'Phillipp Klement', 'Chris Löwe', 'Michael Krohn-Dehli', 'Moisés Gómez Bordonado', 'Oleksandr Zinchenko', 'Ante Ćorić', 'Carlos Carmona Bonet', 'Joe Ralls', 'Romain Amalfitano', 'Siebe Schrijvers', 'Roberto Rosales', 'Antonio Latorre Grueso', 'João Pedro da Silva Pereira', 'Harry Wilson', 'Julian Korb', 'Pablo De Blasis', 'Thulani Serero', 'Marc Schnatterer', 'Kouamé Konan Traoré', 'Simone Missiroli', 'Sven Kums', 'Pablo Hernández Domínguez', 'Danilo Manuel Aldair Rochela', 'Téji Savanier', 'Ailton Sérgio Guevara Muscato', 'Felipe Alejandro Gutiérrez Leiva', 'Lucas E. Santana de Oliveira', 'Miha Zajc', 'Albert Rusnák', 'Aaron Cresswell', 'Márcio Rafael Ferreira de Souza', 'Tom Cleverley', 'Valère Germain', 'Maximiliano Pereira', 'Víctor Sánchez Mata', 'Vladimír Darida']
Node (5, 0): ['Scott Dann', 'Mustafa Yumlu', 'Denis Tonucci', 'Richard Wood', 'Miguel Ángel Martínez', 'Franco Sbuttoni', 'Marco Migliorini', 'Mohamed Naamani', 'Peter Clarke', 'Nedeljko Malić', 'Cian Bolger', 'Lars Grorud', 'Yahya Al Musallam', 'Mirlind Kryeziu', 'Sultan Mohammed Al Masrahi', 'Rasmus Minor', 'James Hanson', 'Leon Legge', 'Dino Đulbić', 'Brian Gartland', 'Sebastian Mai', 'Yaw Amankwah', 'Ryan Inniss', 'Christian Schoissengeyr', 'Eduar Hernán Caicedo Solís', 'Jonathan Ávila Martínez', 'Fabio Strauss', 'Jose Cleylton de Morais dos Santos', 'Michael Turner', 'Danilo Arboleda', 'Christian Ramsebner', 'Craig Morgan', 'Lokman Gör', 'Riccardo Brosco', 'Leonardo Agustín Sánchez', 'Manuel Guanini', 'Danny Batth', 'Francisco Javier Atienza Valverde', 'Anthony Weber', 'Maxime Chanot', 'Julián Alveiro Quiñónes García', 'Alejandro Pérez Navarro', 'Yalçın Ayhan', 'Boštjan Cesar', 'Cristian Chagas Tarouco', 'Wes Morgan', 'Gabriel Alejandro Paletta', 'Bruno González Cabrera']
Node (1, 7): ['Kenneth Vermeer', 'Georg Niedermeier', '조성환 赵星桓', '郭全博', '欧亚', 'Lloyd Jones', 'Keven Schlotterbeck', 'Noah Christoffersson', 'Cian Walsh', 'Casper Øyvann', 'Anders Bærtelsen', 'Daniel Jefferies', 'Josué Homawoo', 'Ben Barclay', 'Awn Al Saluli', 'Magnus Andersson', 'Jelle van Benthem', 'Tim van de Berg', 'Martin Stoll', 'Andrés Lamas Bervejillo', 'Marco André Rocha Pereira', 'Maurizio Domizzi', 'Jonas Omlin', 'Fernando Monetti']
Node (5, 8): ['Alejandro Arribas Garrido', 'Fabricio Coloccini', 'Maikel van der Werff', 'Jérémy Perbet', 'Benjamin Jeannot', 'Mile Jedinák', 'Mauro Matos', 'Jakub Brabec', 'Ânderson Miguel da Silva', 'Mirko Drudi', 'Javier Guerra Rodríguez', 'Sam Gallagher', 'Marc Wilson', 'Steven De Petter', '이동국 李东国', 'Humberto Osorio', 'Mario Barco Vilar', 'José Baxter', 'Muhannad Asiri', 'Borja Viguera Manzanares', 'Rasmus Würtz', 'Rey Manaj', '张玉宁', '谷口 博之', 'Nicky Maynard', 'Clément Depres', 'Higinio Marín Escavy', 'James Wilson', 'Cedric Itten', 'Glynor Plet', 'Abdón Prats Bastidas', 'René Gartler', 'Andrés Mauricio Restrepo Gómez', 'Floriano Vanzo', 'Luis Alfonso Ledesma Galán', 'Julián Carranza', 'Torgeir Børven', 'Paul Gladon', 'Paolo Yrizar', '毛剑卿', '早坂 良太', 'Lamine Diaby Fadiga', 'Karim Coulibaly', 'Maurice Exslager', 'Paweł Brożek', '하대성 河大成', 'Kasper Risgård', 'David Castañeda', 'Manuel Janzer', 'Frans Dhia Putros', '李微', 'Hamad Al Juhayyim', 'Exequiel Emanuel Benavídez', 'Vykintas Slivka', '김건희 金健熙', '张驰', 'Daniel Steininger', 'Ollie Shenton', 'Niclas Stierlin', 'Diego Daniel Cardozo', 'Viktor Gyökeres', 'Joel Joseph Chianese', '汪嵩', '山崎 亮平', 'Dusan Vlahovic', 'Diego Chávez', 'Filip Piszczek', 'Giorgi Ivanishvili', 'Fozil Musaev', 'Ethan Robson', 'Kevin Hoffmann', 'Freddie Brorsson', '崔永哲', 'Michael López', 'Kevin Ellison', 'Antonio Nieves Martín', 'Bilal Hussein', '顾文祥', 'Tate Schmitt', 'Mark Thomas Harris', "Paul O'Conor", 'Conor Clifford', 'José Manuel Irizo Fernández', 'Noah Awuku', 'Husein Balic', 'Robin Kamber', 'Kerem Atakan Kesgin', 'Andre de Jong', 'Mattias Kaït', 'Edwin Torres', '안성남 安宋南', '谭望嵩', '崔鹏', 'Richie Musaba', '李本建', '한승욱 Seung Wook Han', 'Martin Smith', '刘若钒', 'Guy Christian Zock Abep', '이종원 李正皖', 'Adam King', '幸野 志有人', 'Maks Barisic', 'Dinny Corcoran', 'Andrew Tutte', 'Callum Cooke', 'Nicolas Janvier', '铃木 雄斗', 'Rayed Al Ghamdi', 'Evangelos Pavlidis', 'Udanta Singh', 'Bobby Adekanye', 'Javier Pérez Mateo', 'Sargon Abraham', 'Sidney Friede', 'Din Sula', '조수철 赵秀哲', 'Matt Butcher', 'Dougie Imrie', 'Fahad Ayed Al Johani', 'Rayan Al Mousa', 'Sebastian Ohlsson', 'Marvin Egho', 'Amadou Diallo', 'Ricardo Abraham Álvarez Casanova', 'Jean-Christophe Koffi', '李松益', 'Arthur Kevin Yamga', 'Giles Coke', 'Sydney van Hooijdonk', 'Oliver Petrak', 'Kelvin Etuhu', 'Thomas Robinet', 'Wouter Burger', 'Richonell Margaret', '송수영 Soo Yeong Song', 'Mark Sykes', 'Brent Lepistu', 'Felix Drinkuth', 'Mark Robert Bridge', 'Rafael Durán', 'Walter Bracamonte', 'Abdoulaye Dabo', '長谷川 アーリアジャスール', 'Jimmy Dean Smith', 'Søren Frederiksen', 'Davide Djily Diaw', 'Hasan Özkan', 'Marcus Pode', 'Philip Fontein', 'Jesper Karlström', 'Danny Olsen', 'Paul Caddis', 'Martyn Woolford', 'Tom Soares', 'Alexander Ruud Tveter', 'Beryly Lubala', 'Fahad Mohammed Hamad Al Yamani', 'Wilmar Jordán Gil', 'Joshua Putze', 'Adam Danch', 'Atakan Akkaynak', 'Sean Murray', 'Amidou Diop', 'Neil Danns', 'Majed Al Najrani', 'Gregory Karlen', 'Karlo Lulić', '罗森文', 'Nathan Delfouneso', 'Louis Clément Ngwat Mahop', 'Greg Bolger', 'Ignacio Huguenet', 'Lukas Daschner', 'Jordi Oribe Manzano', 'Andrés Iniestra Vázquez Mellado', 'Maicon Jackson Sampaio Coimbra', 'Ian Sirelius', 'Manasse Mampala', 'Nicholas Gotfredsen', 'Patrik Mráz', 'Callum Camps', 'Andrew Crofts', '조지훈 曹智勋', 'Alain Wiss', '六平 光成', 'João Sabino Mendes Neto Saraiva', 'Marc Pfitzner', 'Darren  Potter', 'Fredrik Oldrup Jensen', 'Juan Daniel Galeano', '李 忠成', 'Alejandro Rodríguez Gorrín', 'Mario Musa', 'Bálint Vécsei', 'Mario Leitgeb', 'Francesc Regis Crespí', '刘健', 'Andrés Schetino', '周海滨', 'Steven Davies', 'Gonzalo Andrés Rivas Saavedra', 'Malek Chergui', 'Mateusz Szczepaniak', 'Franco Bechtholdt', 'Santiago Sosa', 'Pablo Fernández Blanco', 'Rostyn Griffiths', 'Mushagalusa Bakenga Joar Namugunga', 'Wilhelm Vorsager', 'Gearóid Morrissey', '양상민 梁相珉', 'Marin Jakoliš', 'Maurice Junior Dalé', 'Greg Halford', 'Marcin Budziński', 'Haris Radetinac', '정혁 张赫', 'Aymen Tahar', 'Abdoulrazak Boukari Fafadji', 'Billy Clarke', 'Ethan Hamilton', 'Brian Figueroa', 'Jacob Mellis', 'Cauley Woodrow', 'Julian Günther-Schmidt', 'Sadek Jordan Chebel Faucher', '赤﨑 秀平', 'Niklas Busch Thor', 'Sedat Ağçay', 'Patryk Tuszyński', 'Luke Varney', 'Anton Saroka', 'Niklas Schmidt', 'Marvin Schulz', '양동현 梁东炫', 'Marwan Mohsen', 'Michal Papadopulos', 'Dillon Powers', 'Édouard Butin', 'Tomás Patricio Charles', "Frédéric Koutou Nimani N'Galou", 'Giorgi Aburjania', 'Tommy Spurr', '장윤호 张润镐', 'Dimitar Dimitrov  Rangelov', 'Philipp Zulechner', 'César Manuel Carrillo Mejía', 'Stef Nijland', 'Claudio Gomes', 'Massih Wassey', 'Marko Mirić', 'Brendon Santalab', 'Thomas McNamara', 'Ilson Pereira Dias Júnior', '肖智', 'Andrea Arrighini', 'Pablo Nicolás Caballero Santos', 'Shaun MacDonald', 'Sam Cronin', 'José Verdú Nicolás', 'Alessandro Rossi', 'Simone Palombi', 'Robert Acquafresca', 'Faneva Imà Andriatsima', 'Matthew Connolly', 'Juan Pablo Ramírez', 'Martín Eduardo Zúñiga Barria', 'Christopher Martins Pereira', 'Brett Pitman', 'Armando Sosa Peña', 'Nicklas Pedersen', 'Jack Rodwell', 'Douglas Arthur Silbeira Martins', 'Adão Douglas Morrinhos Paes', 'Diego Calderón Caicedo', 'Papa Babacar Diawara', 'Cole Skuse', 'Jonaldo Kauã Santoso Jasper', '박주영 朴周永', 'Emidio Dener Hoffman Vaz', 'Mohamed Lamine Sissoko Gillan', '정조국 郑兆国', 'Eren Tozlu', 'Serdar Dursun', 'Manuel Del Moral Fernández', 'Mauro Caballero', 'Kolbeinn Sigþórsson', 'Steven Fletcher', 'Severino Pedro Santos Hermes', 'David Rodríguez Lombán', 'Sergio Sánchez Ortega', 'Marcello Trotta', 'Tim Hoogland', 'Andrés Eduardo Pérez Gutiérrez', 'Ragnar Klavan', 'Daniel Filipe Martins Carriço']
Node (3, 0): ['Lucas Cavallini', 'Daniel Ciofani', 'José Gabriel Sambenito', 'Sebastian Andersson', 'Luiz Fernando da Silva Monte', 'Louis Elliott Moult', 'Cristian Daniel Arango Duque', 'Jarosław Niezgoda', 'David Fernando Lemos Cortés', 'Tony Watt', 'Ronaldo Peña', 'Radoslav Vasilev', 'Wessel Dammers', 'Soufian Benyamina', 'Ayoub El Kaabi', 'Rodrigo Salinas', 'Marius Mouandilmadji', 'Sam Cosgrove', 'João Pedro Pereira Silva', 'José Érik Correa Villero', 'Sven Braken', 'Kjartan Henry Finnbogason', 'Francesco Forte', 'Adrian Petre', 'Allef de Andrade Rodrigues', 'Walter Ponce', 'Jafar Arias', 'Gabriel Rodrigues da Silva', 'Erik Alexander Expósito Hernández', 'Jordy Thomassen', 'Abdoulaye Diallo', 'Iury Lirio Freitas de Castilho', 'Argyris Kampetsis', 'Boulaye Dia', 'Phillip Tietz', 'Bernd Gschweidl', 'Dever Orgill', 'Törles Knöll', 'Saleh Khalid Al Shehri', 'Rodrigo Contreras', '임재혁 Jae Hyeok Lim', 'Tyrone Barnett', 'Oliver Shaw', 'Samuel Essende', 'Haroune Camara', 'Brian Rubio', 'Artem Dovbyk', 'Yanis Ammour', 'George Byers', '罗歆', 'Emil Riis Jakobsen', '中村 敬斗', 'Stanley Segarel', 'Abdullah Al Hamdan', 'Kwame Kizito', 'Manuel Wintzheimer', 'Tobias Warschewski', 'Daniel Carr', 'Marcus Barnes', 'Adi Nalic', 'Scott Wilson', 'Botti Biabi', 'Omari Patrick', 'Kyle McFarlane', '曹紫珩', 'Admiral Muskwe', 'Sebastian Grønning', 'Tristan Abrahams', 'Callum Lang', 'Kevin Mellado', 'Andrea Tripicchio', 'Cyrill Akono', 'Niall Ennis', 'Ahmed Soukouna', 'Jordan Graham', 'Lassi Lappalainen', 'Balwant Singh', 'Cody Cooke', 'Franco Lobos', 'George Blackwood', 'Gordon Wild', 'Manny Duku', 'Yassin Fortune', 'Dominik Martinović', 'Alexandre Ramalingom', 'Aramide Oteh', 'Weicheng Wang', 'Mathew Stevens', 'Aaron Amadi-Holloway', 'Kyle Wootton', 'Simon Banza', 'Fahd El Khoumisti', 'Patryk Klimala', 'Jizz Hornkamp', 'Afimico Pululu', 'Jonas Hildebrandt', '김수안 金勇辰', 'Nicolás Andereggen', 'Dzhoshkun Temenuzhkov', 'Niki Jackson', 'Mason Toye', 'Kamil Zapolnik', 'José Luis Sierra Pando', 'Marko Kolar', 'George Miller', 'Ogude Emmanuel Ifeanyi', 'Václav Drchal', 'Florian Krüger', 'Công Phượng Nguyễn', 'Courtney Duffus', 'Amadou Dia Ndiaye', 'Matthias Phaeton', 'Zoumana Koné', 'Jordan Murray', 'Ryan Seager', 'Brian Mwila', 'Luis Marcelo Salas Candia', 'Agustín Fontana', 'Jonas Wind', 'Óscar Eduardo Rodas Vargas', 'Michael Gómez', '김효기 Hyo Gi Kim', 'Toni Jovic', 'Mohammed Kamara', 'Dan Agyei', 'Adeleke Akinola Akinyemi', 'Rafał Siemaszko', 'Mikey Drennan', 'Stefan Pino', 'Joël Piroe', 'Gustaf Nilsson', 'Ricardo Almeida Ribeiro', 'Imed Louati', 'Joe Pigott', 'Freddie Ladapo', '木下 康介', 'Luka Tankulic', 'Gabriel Ávalos', 'André Ricardo Ferreira Schutte', 'Kevin Behrens', 'Deniz Undav', 'Tomás Sandoval', 'Marko Kvasina', '杨旭', "Luke Norris 'Hacker'", 'Haji Wright', 'Gianluca Scamacca', 'Malick Evouna', 'Alhaji Kamara', 'David McMillan', 'Brayan Alexis Fernández Garcés', 'Gerard Oliva Gorgori', 'Maecky Fred Ngombo', 'Patrick Schmidt', 'Steven Nicanor Prieto Morales', 'Gerson Sebastian Martínez Arredondo', 'Patrick Schmidt', 'Sam Surridge', 'Adolfo Julián Gaich', 'Gaëtan Karlen', 'Nicolai Brock-Madsen', 'Enrique Borja', 'Hassan Ali Al Raheb', 'Bruno Gomes de Oliveira Conceiçao', 'Edwuin Pernía', 'Fábio Patrick Santos Fernandes', 'Saliou Sané', 'Jordan Patrick Dear Hamilton', 'Anthony Jackson-Hamel', 'Ermedin Demirović', 'Guilherme Schettine Guimarães', 'Aliou Badji', 'Juan Francisco Apaolaza', 'Jonathan Chiedozie Obika', 'Lukas Nmecha', 'Charlie Wyke', '都仓 贤', 'Carlton Morris', 'Finn Stokkers', 'Andrija Pavlović', 'Roque Alfredo Caballero Marecos', '知念 庆', 'Nikos Vergos', 'Omar Bogle', 'Jairo Morillas Rivero', '北川 航也', 'Ashley Fletcher', 'Patrick Mullins', 'Matěj Pulkrab', 'Adam Bareiro', 'Nick Venema', 'Cristian Colmán', 'Abel Ruiz Ortega', 'Francisco Fydriszewski', 'David Pollet', 'Luca Strizzolo', 'Benjamin Girth', 'João Carlos Cardoso Santo', 'Antonio Martínez López', 'Bruno Pereira Mendes', 'José Valencia', 'Matías Rodrigo Campos López', 'Filip Raičević', 'Kevin Friesenbichler', 'Franck Boli', 'Andrija Novakovich', 'Cheick Timite', 'Antonio Mance', 'Isaac Alejandro Díaz Lobos', 'Jann-Fiete Arp', 'Claudio Spinelli', 'Cory Burke', 'Luis Carlos Ruiz Morales', 'Nicklas Helenius', '하태균 河太均', 'Robert Glatzel', 'Jhonder Leonel Cádiz Fernández', 'Andrea Favilli', 'David Texeira', 'George Puşcaş', 'Hugo Alejandro Héctor Vilches Manuguian', 'Carlos Alberto Ibargüen Hinojosa', 'Adam Zreľák', 'Stefan Mugoša', 'Yannick Gomis', 'Enrique Luis Triverio', 'Nicolás Leguizamón', 'Marcin Robak', 'Felix Platte', 'Christian Ramirez', 'Jean-David Beauguel', 'Jean-Pierre Nsame', 'Carlos Andrés Peralta Barrios', 'Famara Diedhiou', 'Ahmed Hassan', 'José Francisco dos Santos Júnior']
Node (0, 0): ['Joseph Aidoo', 'Stoppila Sunzu', 'Germán Lanaro', 'Zargo Touré', 'Amir Rrahmani', 'Ricardo Jorge Tavares Machado', 'Tom Broadbent', 'Felix Herzenbruch', 'Troy Brown', 'Abdoulaye Seck', 'Harrison Delbridge', 'Matt Preston', '山下 達也', 'Mohamed Atwa', 'Dennis Erdmann', 'Cédric Avinel', 'Jakub Czerwiński', 'Ivanildo Jorge Mendes Fernandes', 'Juan Cruz Komar', 'Aridane Hernández Umpiérrez', 'Ernest Seka', 'Emil Bergström', '윤영선 允永舜', 'Diego Fabián Polenta Musetti', '구자룡 具滋龙', 'Omar Ibrahim Omar Othman Hawsawi', 'Omar Alejandro González', 'Ibrahima Seck', 'Ragnar Sigurðsson', 'Yaya Banana', 'Pape Abou Cissé', 'Matt Hedges', 'Solomon Kverkvelia']
Node (1, 6): ['Lazar  Marković', 'Adama Diakhaby', 'Edigar Junio Teixeira Lima', 'Cristian Enzo Lodeira Araujo', 'Jorge Luis Rojas Meza', 'Diego Lainez Leyva', 'Robbie Kruse', 'Harry Novillo', 'Fernando Dos Santos Pedro', 'Noah Joel Sarenren Bazee', 'Francis Amuzu', 'Cenk Şahin', 'Aitor García Flores', 'Riccardo Improta', 'Ousmane Dramé', 'Arnaud Nordin', 'Alexandre Henrique Gonçalves De Freitas', 'Hervé Bazile', 'Sam Nicholson', 'Lucas Fernandes', 'Fernando García Puchades', 'Manuel Jesús Vázquez Florido', 'Adão Dênis Salvador Vidigal', 'Yann-Erik de Lanlay', 'Marco André Silva Lopes Matias', '김인성 金仁成', 'Dario Frederico da Silva', 'Alexis Claude Maurice', 'Stanley Elbers', 'Emmanuel Boateng', 'Silvester van der Water', 'Eros Grezda', 'Simon Kroon', 'Tony Mauricio', 'Gustavo Patrick Pastor Pombo', '三好 康児', 'Martin Boyle', 'Giovanni Korte', 'Sebastian Stolze', 'Lloyd Isgrove', 'Emílio Dener Trevões Teixeira', 'Rafik Guitane', 'Adama Traoré', 'Patrick Joosten', 'Maximilian Oesterhelweg', 'Siriki Dembele', 'Mathis Gazoa  Kippersund Bolly', 'Roberto Massimo', 'Julian-Maurice Derstroff', 'Mohammed Dauda', 'Bukayo Saka', 'Dominik Szoboszlai', "Alassane N'Diaye", 'Christopher Mueller', 'Jordi Cortizo', 'Glenn Middleton', 'Pablo Martínez', 'Raheem Edwards', 'Kevin Mercado', 'Alan Dzabana', 'Jae Hee Jeong', 'Edson Enrique Torres Ulloa', 'Albion Vrenezi', 'Gaëtan Perrin', 'Jaroslaw Lindner', 'David Djigla', 'Orrin McKinze Gaines', 'Facundo Barboza', '김경중 金京中', 'Boubacar Fofana', 'Yassin Fekir', 'Justin Ogenia', 'Enis Bytyqi', 'Evens Joseph', 'Arjen van der Heide', 'Amar Ćatić', 'Danny Kwasi Amankwaa', 'Yusuf Lawal', 'Marcus Harness', 'Davud Tuma', 'Nikolai Laursen', 'Ammar Siraj Y Al Najjar', 'Isaac Buckley-Ricketts', 'Steve Ambri', 'Alkhali Bangoura', "Mouhamadou Lamine N'Dao", 'Måns Söderqvist', 'Alessio Da Cruz', 'Conor McAleny', 'Mirco Born', '전세진 Se Jin Jeon', 'John Yeboah', 'Murilo Otávio Mendes', 'Steeve Beusnard', 'Devante Parker', 'Manfred Osei Kwadwo', 'Nicholas Pierini', 'Maurice Multhaup', 'Dylan Connolly', 'Fabien Tchenkoua', 'Kevin Mensah', 'Mateusz Wdowiak', 'Willem Geubbels', '송시우 宋思宇', 'Zeki Erkilinc', 'Keshi Anderson', '瀬川 祐輔', 'Philipp  Müller', 'Ignacio Andrés Cacheiro', 'Mikael Soisalo', 'Zied Ounalli', 'Zakaria Sanogo', 'Antonio Marin', '飯尾 竜太朗', '増山 朝陽', 'Joe Ward', 'Lachlan Wales', 'Wes Burns', 'Vagner José Dias Goncalves', 'Aly Mallé', 'Jack Clarke', 'Zeli Ismail', 'Aboubakary Koita', 'Emile Smith Rowe', 'Lucas Jensen', 'Renato Tarifeño', 'Nico Varela', 'Yago César da Silva', 'Stefan Rakowitz', 'Joao Luis Ortiz Perez', 'Nicolás Schiappacasse', 'Hilary Gong', 'Danilo Pereira Da Silva', 'Samuel Tetteh Kotoko', 'Lewis Morgan', 'Callum Harriott', 'Rabbi Matondo', 'Joshua Gatt', 'Agyemang Diawusie', 'Mark Marshall', 'Niko Hansen', 'Daniel-Kofi Kyereh', 'Bruno Miguel Carvalho Andrade', 'Indy Boonen', '奥川 雅也', 'Thomas Agyepong', 'Patrick Möschl', 'Sergio López Galache', 'Mateusz Mak', 'Jonathan Amon', 'Pedro De la Vega', 'Dennis Jastrzembski', 'Luiz Humberto Da Silva Silva', 'Cheikhou Dieng', 'Furdjel Narsingh', 'Brandon Barker', 'Carlos Gael Acosta Zavala', 'Djibril Dianessy', 'Fabrice Olinga Essono', '安部 裕葵', 'Gauthier Hein', 'Carlos David Lizarazo\xa0Landázuri', 'Mohamed El Hankouri', 'Dmitriy Efremov', 'Danny Rowe', 'Daniel James', 'Serdar Özkan', 'Manuel Farrona Pulido', 'Stefan Lex', 'Cándido Ramírez', 'Mohamed Dräger', 'José Manuel da Silva Oliveira', 'Anatole Ngamukol', 'Rob Hall', 'Mirko Carretta', '宮市 亮', 'Gboly Ariyibi', 'Ubong Moses Ekpai', 'Alharbi El Jadeyaoui', 'Braydon Manu', 'Joshua Sims', 'Lebohang Maboe', 'Sullay Kaikai', 'Ludcinio Marengo', 'Javier Arley Reina Calvo', 'Hernán Darío Burbano', 'Moussa Koné', 'Gilbert Koomson', 'Bryan Pelé', 'Joris Kayembe', 'Derrick Etienne Jr.', 'Joaquín Torres', '韦世豪', 'Nduka Morisson Ozokwo', 'Godsway Donyoh', 'Jonathan Pitroipa', 'Kenny Prince Redondo', 'Euciodálcio Gomes', 'Václav Černý', 'Alhassane Bangoura', 'Christopher Antwi-Adjej', 'Alejandro Pozo Pozo', 'Jamal Lowe', 'Taofiq Jibril', 'Marvin Spielmann', 'Imoh Ezekiel', 'Adam Armstrong', 'Vincent Pule', 'David Accam', 'Idir Ouali', 'Timothy Weah', 'Eric Ocansey', 'Linton Maina', 'Quentin Cornette', 'Abdulfatah Aseri', 'Cristiano Lombardi', 'Zakaria Bakkali', 'Nathan Dyer', 'Billy Ketkeophomphone', 'Phakamani Mahlambi', 'Renaldo Lorenzo Justinho Neves', 'Giannis Gianniotas', '이승우 李昇佑', 'Rolando Aarons', 'Dumisani Zuma', 'Modou Barrow', 'Marcello Falzerano', '齋藤 学', 'Václav Kadlec', 'Alfredo Kulembe Ribeiro', 'Sebastián Andrés Ubilla Cambón', 'Jofre Riojas', 'Ismael Tajouri-Shradi', 'Rodolfo Almeida Guimarães', 'Josh Murphy', 'Tal Ben Haim', 'Ricardo Kishna', 'David Ferreiro Quiroga', 'Erik Pačinda', 'Luiz Fernando Pereira da Silva', 'Reiss Nelson', 'Marlos Moreno', 'Luciano Narsingh', 'Álvaro Vadillo Cifuentes', 'István Kovács', 'Hernâni Jorge Santos Fortes']
Node (1, 5): ['Adriano Leandro Soares Taffarel', 'Sebastián Hernán Bertoli', 'Leopold Zingerle', 'Alexandr Maksimenko', 'Zander Clark', 'Cody Cropper', 'Alejandro Duarte', 'Gaëtan Poussin', 'Pedro José Moreira da Silva', 'Kai Eisele', 'Tomáš Holý', 'Nikita Medvedev', '六反 勇治', 'Gerardo Ortiz', 'Andrew Tarbell', 'Altay Bayındır', 'Paulo Vítor Fagundes dos Anjos', 'Theo Zwarthoed', 'Kyle Letheren', 'Muhammed Şengezer', 'Sébastien Rénot', 'Pedro Nahuel Fernández', 'Ramón ten Hove', 'Marco Hiller', 'Ataberk Dadakdeniz', 'Dele Sunday Alampasu', 'Ricardo Schuck Friedrich', '임민혁 林敏赫', 'Markus Uusitalo', 'Eduardo Fernández', 'Luis Ángel Malagón Velázquez', 'Diego Altube Suárez', 'Miguel San Román Ferrándiz', 'Gabriel Resende Brazão', 'Tsuyoshi Kodama', '문정인 文政仁', 'Alessandro Busti', 'Jeroen Gies', 'Tobias Trautner', '髙丘 陽平', 'Jerónimo Pourtau', 'Karol Niemczycki', 'Franco Pizzicanella', 'Simen Lillevik Kjellevold', 'Georgiy Kyrnats', 'Eric Gründemann', 'Enzo Pauchet', 'Matías  Borgogno', 'Mathias Eriksen Ranmark', '손무빈 孙茂宾', 'Pelle Boevink', '富居 大樹', 'Jonas Brauti', 'Miguel Ángel Morro Muñoz', 'Rogerio Caicedo', 'Nathan Harker', 'Matthias Layer', 'Mason Stajduhar', 'İsmail Ünal', 'Ángel Alonzo', '武田 洋平', 'Matthias Minder', 'Togo Umeda', 'Mateo Matic', 'Błażej Niezgoda', 'Riccardo Piscitelli', 'Jonas Dakir', 'Kasper Thiesson Kristensen', 'Christopher Giuliani', 'Simone Barone', 'Jon McCracken', 'Ricardo Gutiérrez', '富澤 雅也', 'Jozef Pukaj', 'Louis Pelletier', 'Erlend Jacobsen', 'Mads Christiansen', 'Maxime Wenssens', 'Gianmarco Vannucchi', 'Lukas Sedlak', 'Jacob Widell Zetterström', 'Kamil Broda', '茂木 秀', 'Gianluca Tolino', 'Wiktor Kaczorowski', 'Hossam Abdulmajeed', 'Nino Ziswiler', 'Hermann Ræstad', 'Raghid Al Najjar', 'Sean Melvin', 'Felix Norman', 'Saleh Al Wehimid', 'Joe Tupper', '孙启斌', 'James Goff', 'Jake Greatorex', 'Nico Stephan', 'Yuqin Gao', 'Joakim Milli', 'Tobias Lawal', 'Han Keun Park', 'Finley Iron', 'Giacomo Figliuzzi', 'Adam Parkes', 'Thomas Callens', 'Ramón Pasquel', 'Victor Smedsrud', 'Hans Christian Bernat', 'Johann Hipper', 'Michał Bodys', 'Matthew Connor', 'Jesper  Granlund', 'Eren Bilen', '张劲一', 'Ersin Destanoğlu', 'Frederik Nørgaard Hald', 'Kerem Civelek', 'Maximilian Humpenöder', 'Jordan Pettigrew', 'Jan Szpaderski', 'Maciej Woźniak', 'Leandro Finochietto', 'Steven Benda', 'Patricio Albornoz', 'Jakub Osobiński', 'Jeff Caldwell', 'Greg Ranjitsingh', 'Adrian Kappenberger', 'Ashley Maynard-Brewer', 'Moataz Al Baqawi', 'Jonas Brendieck', 'Michael Nelson', 'Alexander Weidinger', 'Bartłomiej Żynel', 'Murat Can Yıldız', 'Steve Phillips', 'Lasse Askou Mikkelsen', 'Mattia Scevola', 'Paweł Sokół', 'Gustav Nyberg', 'Nicolás Vidal Murcia', "Mark O'Connor", 'Jan-Christoph Bartels', 'Ross Anthony Treacy', '陈威', '施晓东', 'Lennart Moser', 'Emanuel Alarcón', '이현우 李炫雨', '王敏', 'Loïc Jacot', 'Mario Schragl', 'Marcel Zapytowski', 'Marcel Köstenbauer', 'Dariusz Szczerbal', 'Luis Gabriel Rivas Mosquera', 'Kacper Krzepisz', 'Matt Freese', 'Nico Mantl', 'Billy Crellin', 'Dayne St. Clair', 'Noah James', 'David Ochoa', 'Andreas Søndergaard', 'Casper Hauervig', 'Tomás Durso', 'Gary Maley', 'Christoph Haas', 'Devis Vásquez', 'Joe Gauci', 'Juan Pablo Montoya', 'Hamad  Hawsawi', 'Bradley Wade', 'Vishal Kaith', 'Ken Tajiri', 'Louis Gray', '川浪 吾郎', 'Aldair Alejandro Quintana Rojas', 'Roman Birjukov', 'Juan Sebastián Serrano', 'Taliby Konate Diakité', 'Tobias Stirl', 'Rohan Ferguson', 'Ron-Thorben Hoffmann', 'Brendan White', '髙木 和彻', 'Pierre Patron', 'Darío Ramos Pinazo', 'Mirko Kos', 'Adam Grinwis', 'Tim Rönning', 'Marco Wolff', 'Thomas Heward-Belle', 'Javier Alexis Orobio Rincón', 'Marwan Al Haidari', 'Abdulquddus Attiah', '李海涛', 'Carlos Moreno', 'Mathias Karlsson', 'Juan Pablo Cozzani', '최영은 Young Eun Choi', 'Luis Barraza', 'Serigne Mor Mbaye', 'Jakub Bursztyn', 'Daniel Bielica', 'Neyder Angulo', 'Giacomo Volpe', 'Sergio Rafael Pabón Barros', 'Thijmen Nijhuis', 'Bruno Oliveira Bertinato', 'Rasmus Emanuelsson', 'Manuel Salaba', 'Bram Verbong', 'Clément Libertiaux', 'Marcos Lavín Rodríguez', 'Cristian Bernardo Baldovino Sanabria', 'Karim Fegrouche', 'Leon Schaffran', '滝本 晴彦', 'Ignacio Francisco Chicco', '桐细 和繁', 'Guillermo Pozos', 'Marco González Cerón', 'Michael Cooper', 'Eike Bansen', 'Michael Woud', 'Magnus Lenes', 'Koen Bucker', 'Carlos Higuera', 'Marcin Staniszewski', 'Caoimhin Kelleher', 'Dominik Sváček', 'Gauthier Banaziak', 'Peter Cherrie', '徳重 健太', 'Leo Weinkauf', 'Phillip Menzel', 'Finn Dahmen', 'Samuel Pérez Fariña', 'Matti Kamenz', 'Daniel Margush', 'Morten Behrens', 'Marco Bleve', 'Arnaud Bodart', 'Cihan Topaloğlu', 'Batuhan Ahmet Şen', '张思鹏', 'Leon Bätge', 'Federico Costa', 'Víctor Cabezas', 'Marcos Hernán Peano', 'Jacob Karlstrøm', 'Mateusz Lis', 'Pablo Lombo Suárez', 'Maarten Paes', 'Noam Baumann', 'Nikola Petric', 'Franco Vélez', 'Matvei Igonen', '박대한 朴大韩', 'Miguel René Ortega Rodríguez', 'Baboucarr Gaye', 'Alejandro Dos Santos Ferreira', 'Arturo Cordero López', 'Trevor Doornbusch', 'Joaquín Matías Papaleo', 'Jesús Grana Zamora', 'Guglielmo Vicario', 'Matthew Nogueira', 'Luca Zinedine Zidane', 'Francisco Barbosa Vieites', 'Ignacio Peña Sotorres', 'Josep Martínez Riera', 'João Nuno Figueiredo Valido', '杉本 大地', 'Paolo Bastianello', 'Ignacio Otaño Aranburu', 'Leonardo Corti', 'Oleg Kudryk', 'Maarten Vandevoordt', 'Aljaž Ivačič', 'Roque Alberto Cardozo Suarez', 'Aaron Chapman', 'José Alberto Castillo', 'František Plach', '池文一', 'Quentin Braat', 'Daniel Cárdenas Lindez', 'Luca Crosta', 'Okan Kocuk', '菅野 孝宪', 'José Santiago Hernández García', 'Eduardo Frías Molleda', 'Fabijan Buntić', 'Over Mandanda', 'Gudmund Taksdal Kongshavn', 'Milton Álvarez', 'Alex Cairns', 'Josué Daniel Ayala', 'José Contreras', 'Jakub Słowik', 'Aly Keita', 'Daniel Schmidt', 'Christian Früchtl', '이호승 李昊乘', 'Christopher Knett', 'Pavao Pervan', 'Indy Groothuizen', 'Guillermo Viscarra', 'Milton Raphael Guimarães Pires', 'Daniel Cerântula Fuzato', 'Rémy Descamps', '饭仓 大樹', 'Jailson Michel Acuna Souza', '구성윤 具圣润', 'Rody de Boer', 'Andoni Zubiaurre Dorronsoro', 'Alejandro Sánchez', 'Cristian Rivero Sabater', 'Haydar Yılmaz', 'Marco Wölfli', 'Maxence Andre  Prévôt', 'Michael McGovern', '윤보상 尹相仑', 'Paulo Andrés Garcés Contreras', 'Johann Carrasso', 'Sergey Chernik', 'Álvaro Villete Melgar', 'Carlos Cáceda', 'Ivan Zlobin', 'Jesse Joronen', 'Javier Hernán García', 'Giannis Anestis', '中村 航輔', 'Alex Cordaz', 'Luis Emanuel Ardente', '苏渤洋', 'Gastón Guruceaga', 'Luciano Darío Pocrnjic', 'Daniel Giménez Hernández', 'Mario Sebastián Viera Galain', 'Amir Abedzadeh', 'Tiago Magalhães de Sá', 'Andriy Lunin', 'Jan Bekkema']
Node (3, 2): ['Maximiliano Urruti', 'Marcus Antonsson', 'Dom Dwyer', 'Jordan Rhodes', 'Tim Kleindienst', 'Joe Garner', 'Will Grigg', 'Nasser Ali Al Shamrani', 'Tom van Weert', 'Sam Baldock', 'André Luís Silva de Aguiar', 'Enzio Leandro Julião Morrinhos', 'Dominique Badji', 'Eamonn Brophy', 'Motjeka Madisha', 'Duván Vergara', 'Andreas Maxsø', 'Jamie Hopcutt', 'Renan Lorenzo Tojeiras Sampaio', 'Simone Andrea Ganz', 'Claudio Ever Silbeiro Martins', 'Fantamady Diarra', 'Maciej Jankowski', 'Timur Zhamaletdinov', 'Mustafa Abdellaoue', 'Danny Rose', 'Steffen Lie Skålevik', 'Kwesi Appiah', 'Kane Hemmings', 'Paddy Madden', 'Josh Sargent', 'Tom Hopper', 'Christian Doidge', 'Graham Cummins', 'Jesús Marimón', 'Craig Mackail-Smith', 'Neal Bishop', 'Jorge Braíma Candé Nogueira', 'Luke Hannant', 'Mitch Hancox', 'Theo Robinson', 'Shaun Miller', '주민규 朱文奎', 'Ajay Leitch-Smith', 'Antón Escobar Tapiias', 'Hassan Jamal Al Habib', 'Donovan Wilson', 'Andrew Stadler', 'Jackson David Montaño Palacios', 'Gavin Reilly', 'Kim Skoglund', 'Christian Kühlwetter', 'Ricky Miller', 'Brent Colm McGrath', 'Jorge Obregón', 'Reno Wilmots', '髙木 彰人', "Corey O'Keeffe", 'Antonio Ramírez', 'Jesse Curran', 'Jonte Smith', 'Moussa Djitté', 'Harry Clifton', '高华泽', 'Santiago Micolta', 'Cian Coleman', 'Wessam Abou Ali', 'Tahvon Campbell', 'Mitchell Candlin', 'Abdulkadir Beyazıt', 'Aaron Collins', 'Elliott Whitehouse', 'Chris Kelan Beardsley', 'Liam Mandeville', 'David Cawley', 'Ricardo Marín Sánchez', '김한길 金汉吉', '冯劲', 'Kristian Böhnlein', 'Romain Armand', 'André Södlund', 'Mikael Ndjoli', '成源', 'Adam May', '윤동민 尹东民', '김보섭 金奉徐', 'Alex Revell', 'Diego Fernando Moreno Quintero', '钟晋宝', 'Alex Samuel', 'Michael Gardawski', 'Roberto Carlos De La Rosa González', 'Felix Brügmann', 'Andrei Daniel Lupu', 'Chris Dagnall', 'Alex Nicholls', 'Álex Pachón Párraga', 'Josh Gordon', 'Kasper Junker', 'Danny Mullen', 'Luis Hurtado', 'Paulo Retre', 'François Bernard Dassise Zoko', 'Cristian Stiven Cangá Vargas', 'Joey Konings', 'Jerry Yates', 'Simeon  Jackson', 'Alex Fisher', 'Markus Ziereis', 'Pierre Desiré Zebli', 'Gustav Sandberg Magnusson', 'Kurtis Guthrie', 'Pontus Engblom', 'Lee Angol', 'André Riel', 'Mads Dittmer Hvilsom', '伊藤 翔', '나상호 那尚昊', 'Lewis Alessandra', 'Cameron McGeehan', 'Brian White', 'Jonathan Forte', 'Jérémy Guillemenot', 'Anthony Uribe', 'Johan Stiven Carbonero Balanta', '조동건 赵东建', 'Andrew Williams', 'Kristian Dennis', 'Abdulfatah Adam', 'Eoin Doyle', 'Danny Newton', 'David Wheeler', 'Gilbert Álvarez', 'Patrick Salomon', 'Elias Huth', 'David  Ball', 'Mo Eisa', 'Ante Erceg', 'Chris Long', 'Pascal Breier', 'Dario Tadić', 'Conor Chaplin', 'Mukhtar Omar Fallatah', 'Nicolás Guerra', 'Airam López Cabrera', 'Thomas  Lehne Olsen', 'Simon Cox', 'César Andrés Amaya Solano', 'Caolan Lavery', 'Ronaldo Cisneros Morell', 'Dominik Stahl', 'Adam Buksa', 'Fashion Sakala', 'Luis Erick Marleiro Neves', 'Conor Washington', 'Steven MacLean', 'Josh Maja', 'Hazaa Ibrahim Al Hazaa', 'Lucas Röser', 'Franco Troyansky', 'Clayton Donaldson', "Roy O'Donovan", 'Gustavo Britos', 'Wes Thomas', 'Sunil Chhetri', 'Marc McNulty', 'Mattia Finotto', 'César De La Hoz López', 'Matt Godden', 'Ivan Toney', 'Stanislav Iljutcenko', 'Gabriel Vargas', 'James Collins', 'Arkadiusz Piech', 'Riccardo Bocalon', 'Karl Holmberg', 'John Marquis', 'Lakdar Boussaha', 'Alon Turgeman', 'Elia Soriano', 'Kaj Sierhuis', 'Sam Winnall', 'Cyriel Dessers', 'Tom Bradshaw', 'Diego Valdes Giraldo', 'Ante Budimir', 'Idriss Saadi', 'Leandro Iván Benegas', 'Maximiliano Romero', 'Cristian López Santamaría', 'Marco Grüttner', 'Alejandro Rodríguez de Miguel', 'Victor James Osimhen', 'Jack Marriott', 'Fedor Chalov', 'Lucas Höler', 'Efthimios Koulouris', 'Björn Maars Johnsen', 'Franco Soldano']
Node (6, 1): ['Alexandru Iulian Maxim', 'Abbubaker Mobara', '이강인 Kangin Lee', 'Mats  Møller Dæhli', 'Danijel Milićević', 'João Pedro Maturano dos Santos', 'Frédéric Sammaritano', 'Emrah Başsan', 'Matías Nahuel Leiva Esquivel', 'Heltinho Melo Chaves', 'Marlion Rômulo Rolim Nascimento', 'Sidney Sam', 'Edson Rodrigues Farias', 'Simon Lundevall', 'Cristian Battocchio', 'Sílvio Manuel Azevedo Ferreira Sá Pereira', 'Diogo Nathan Peixe Barreto', 'Niklas Hauptmann', 'Fousseni Diabaté', 'Marcel Hartel', 'Donis Avdijaj', 'Iliass Bel Hassani', 'Fidel Chaves de la Torre', 'Juan Sebastián Villota Vargas', '驹井 善成', 'Terence Mpho Makola', 'Nicola Dalmonte', 'Maximilian Sax', 'Daniel Hernández', 'Gonzalo Maroni', 'Jon-Miquel Toral Harper', 'Adam Le Fondre', 'John Fredy Pérez Lizarazo', 'Alberto Perea Correoso', 'Avtandil Ebralidze', 'Aridai Cabrera Suárez', 'Todd Kane', 'Torgil Gjertsen', 'Vahid Amiri', 'Fred Marcos Cardouso Pombal', 'Lucas Chiaretti', 'Yari Verschaeren', 'Gevorg Ghazaryan', 'Juan Brunetta', 'José Egas dos Santos Branco', 'Lewis MacLeod', 'Gustavo Andrés Páez Martínez', 'Maphosa Modiba', 'Hassane Kamara', 'Eroll Zejnullahu', 'Sofian Kiyine', 'Yerko Leiva', 'Welliton Edson Helmes Junqueira', 'Kingsley Dogo Michael', 'Marios Vrousai', 'Oguzhan Kefkir', 'Miguel Ángel Medina Asprilla', 'Nils Schouterden', 'Saša Jovanović', "Vital N'Simba", 'Maximilian Sauer', 'Slavoljub Srnic', 'Ferdi Erenay Kadıoğlu', 'Hamza Sakhi', 'Ignacio Agustín Sánchez Romo', 'Samuele Campo', 'İlhan Depe', 'Bruno Xavier Almeida Costa', 'Troels Kløve Hallstrom', 'Joan Ángel  Román i Ollè', "Ferris N'Goma", 'Soufyan Ahannach', 'Yannis Tafer', 'Jonathan Levi', 'Gonzalo Emanuel Rodríguez', 'Luis Argudo', 'Otar Kiteishvili', 'Iván Erquiaga', 'Alfred Planas Moyà', 'Nicklas Bärkroth', 'Happy Jele', 'Mohamed Gouaida', 'Mauro Alberto Laínez Leyva', 'Raphael William Doninho Oliveira', 'Craig Tanner', 'Ulises Cardona', 'Jorge Jonathan Espericueta Escamilla', 'Hakim El Mokeddem', '髙木 俊幸', 'Lucas Hufnagel', 'Arturo Molina Tornero', 'Tobias Werner', 'Alan Jesús Acosta Montañez', 'Óscar Francisco García Quintela', 'Dyjan Carlos de Azevedo', 'Luca Vignali', 'Pelle Clement', 'Hugo Claudio Vallejo Avilés', 'Javier Avilés Cortés', 'André Oliveira Silva', '최효진 崔孝镇', '송진형 宋金亨', 'Francisco Feuillassier', 'Juan Andrés Leiva Mieres', 'Augustín Palavecino', 'Cristian Martinez', 'Sergio Esteban Romero Méndez', '丸橋 祐介', 'Alejandro Díaz Liceága', 'Nilson Loyola', 'Nils Miatke', 'Adam Chicksen', 'Felipe Ponce Ramírez', 'Alexandre De Bruyn', 'Michael Breij', 'Gian Filippo Felicioli', '田中 亜土夢', 'Jessy Deminguet', 'Luis Miguel Quezada Sánchez', 'Nicolás Oroz', 'Tom Pett', '惠家康', 'Theerathon Bunmathan', 'Berkay Kara', 'Mikkel Desler', '小川 庆治朗', 'Renzo José Zambrano', 'Ricardo Da Costa Campos', 'Willi Evseev', 'Jérémy Livolant', 'Walter Gabriel Pérez', 'Saša Jovanović', 'Javier Iritier', 'Jeje Lalpekhlua', 'Wesley Jobello', 'Hugo Vegard Vetlesen', "James O'Shea", 'Heradi Rashidi', 'Raymond Anane-Gyasi', 'Ryan Hedges', '冯仁亮', 'Giammario Piscitella', 'Erdoğan Yeşilyurt', 'Bryan Castrillon', 'Omar Marrufo', '김도형 金道亨', 'Sean Kavanagh', "Lawson D'Ath", 'Alexander Bray', 'Maximilian Pronichev', 'Diego Hernández', 'Francisco Rodríguez', 'Jimmy Keohane', 'Jonathan Suárez', 'Mattia Trovato', 'Hicham Benkaïd', 'Byron Moore', 'Mehdi Merghem', 'Kim Ove Norum Riksvold', '姜宁', 'Raúl Sánchez Sánchez', 'Dominik Wanner', 'Tobias Mølgaard', 'Nair Tiknizyan', 'Aitor Lorea Vergara', 'Alexandros Kartalis', 'Kasper Skaanes', 'Bobby Burns', 'Matías Romero', 'Michael McGlinchey', '김대경 金大坤', 'Danny Williams', 'Manfred Fischer', 'Jon Moncayola Tollar', 'Miloš Pantović', 'Vukan Savićević', 'Christian Alexis Montaño Castillo', 'Delano Burgzorg', 'Francisco Illarregui', 'Matías Meneses', 'Ryan Kitto', 'Adrian Danek', 'Nicholas Freeman', 'Jens Petter Hauge', 'Irving Zurita', 'Driss Trichard', 'Óscar Lozano Folgoso', 'Marcos Antonio Silva Santos', 'Dylan Watts', 'Piero Mingoia', 'Layton Ndukwu', 'Nicolás Steven Roa Reyes', 'Juan Barrera', 'Morten Ågnes Konradsen', 'Ryan Flynn', 'Tobias Heintz', 'Matt Penney', '松下 佳貴', 'Jordan Flores', 'Anthony Georgiou', 'Pedro Díaz Fanjul', 'Charlie Lakin', 'Mićo Kuzmanović', 'George Christopher Williams', 'Mattias Moström', 'Tomasz Cywka', '矢島 慎也', 'Jesús Angulo', 'Ryan Haynes', 'Fabio Eguelfi', 'Jason Bourdouxhe', 'Filip Marković', 'John-Patrick Strauß', 'Thomas Salamon', 'Adrià Giner Pedrosa', 'Nahuel Estévez', 'Alec Georgen', 'Daniel Smuga', 'Pasquale Mazzocchi', 'Jonas Lindberg', 'Nikolai Alho', '김대원 金大元', 'Amin Affane', '김현욱 金贤旭', 'Carlos Doncel Ordóñez', 'Maximilian Zimmer', 'Jerrell Sellars', 'Pau Morer Vicente', 'Vincent Bezecourt', 'Otis Khan', 'Simen Rafn', 'Mathias Rasmussen', '강지훈 Ji Hoon Kang', 'Andy Kellett', 'Alessio Castro-Montes', 'Ferhad Ayaz', '안용우 安庸佑', 'Ninos Gouriye', 'Semih Karadeniz', 'Hassan Amin', 'Riku Riski', 'Daniel Luxbacher', 'Rayane Aabid', 'Adil Taoui', 'Killian Sanson', 'Hicham Mahou', 'David Stec', 'Emmanuel Banda', '木热合买提江·莫扎帕', 'Tarek Chahed', 'Jules Schwadorf', "Tommaso D'Orazio", 'Luca Palmiero', 'Maximilian Wolfram', 'Andrés Alexander Flores Mejía', 'Mihailo Ristić', 'Shea Salinas', 'Ivan  Jukić', '小野瀬 康介', 'Guillem Jaime Serrano', 'Rayan Raveloson', 'Andre Dozzell', 'Kristijan Dobras', 'Liridon Kalludra', 'Nico Karger', 'Saku Ylätupa', 'Marco Meilinger', 'Marcin Cebula', 'Björn Jopek', 'Dominik Frieser', '福田 晃斗', 'Claudio Igor Mouria Silva', 'Arley José Rodríguez Henry', '서명원 徐明原', 'Ignacio González', 'Dion Donohue', 'Daniel Berntsen', 'Lee Holmes', 'Filipe Morais', 'Jordan Clark', 'Christos Giousis', 'Harry Chapman', 'George Thomas', 'Aihen Muñoz Capellán', 'Kristoffer Haraldseid', 'Szymon Pawłowski', 'Lucas Lima Linhares', 'Marcos García Barreno', 'Sam Lundholm', 'Marcus Epps', 'Numa Lavanchy', 'Kgotso Moleko', 'Aitor Ruibal García', 'Luis González', 'Florian Jamnig', 'Marlon Hairston', '문창진 文昶辰', 'Luca Parodi', 'Luis Gerardo Chávez Magallón', 'Callumn Morrison', 'Marcus Tavernier', 'Ben Pringle', 'Martin Samuelsen', 'Carlos Alberto Gutiérrez Armas', 'Mattéo Tramoni', 'Naoto Sawai', 'Hamed Junior Traorè', 'Nicolas Ignacio Crovetto Aqueveque', 'Kgaogelo Sekgota', 'Simone Lo Faso', 'Gabriel Compagnucci', 'Ahmed Yousef Al Zain', 'Sondre Tronstad', 'Callum Gribbin', 'Luciano Gómez', 'Andreas Gruber', 'Claudionor Souza de Jesus', 'Ashley Hunter', 'René Eckardt', 'Martin Röser', '한의권 韩权五', '丁海峰', 'Marius Kleinsorge', 'Cenk Ahmet Alkılıç', 'Oliver Hein', '王晓龙', 'Álvaro Fidalgo Fernández', 'Ismail Azzaoui', 'Davide Marcandella', 'Christian Bickel', 'Takayoshi Ishihara', 'Marcel Costly', 'Anton Salétros', 'İlkay Durmuş', 'Julien Yves Rémi López Baila', 'Abdulkadir Parmak', 'Fabio Viteritti', 'Giuseppe Panico', 'Manuel Stiefler', 'Víctor García Raja', 'Deyver Vega', 'Mervan Çelik', 'Mohammed Saeid', 'Ivan Yagan', 'Eryc Castillo', 'Qazim Laçi', 'Chidera Ejuke', 'Borja Sánchez Laborde', 'Nelson Ferreira Coelho', 'Antonio Fiordilino', 'Haris Hajradinović', 'Osvaldo Rodríguez del Portal', 'David Cafimipon Gomis', 'Josué Misael Domínguez González', '中野 嘉大', 'Aron Sigurðarson', 'César Augusto Munder Rodríguez', '中村 充孝', '清水 航平', 'Tim Skarke', 'Anthony Beltran', 'David Raum', 'Romain Grange', 'Abdoulaye Sané', 'Sander Svendsen', 'Juan Ignacio Duma', 'Kauã Ricardo Reisende Mendes', 'Russell Teibert', 'Jean Carlos Silva Rocha', 'Michael Perlak', 'Sean McConville', 'Lucas Nahuel Rodríguez', 'Michael Fabián Rios Ripoll', 'Paulo Otávio Rosa da Silva', 'Joel Untersee', 'Pablo Diogo Lopes de Lima', 'Bashkim Renneke', 'Bård Finne', '廖力生', 'Martín Exequiel Ojeda', 'Lorenzo Filipe Mascarenhas Ramos', 'Hussein El Sayed', 'Mikkel Damsgaard', '이명재 李明载', 'Pierre Bengtsson', 'Craig Conway', 'Christian Capone', 'Paul McGowan', 'Samir  Carruthers', 'Rúben Barcelos De Sousa Lameiras', 'Cristo González Pérez', 'Chiderah Ezeh', 'Philipp Ochs', 'Peter van Ooijen', 'Morris Schröter', 'Martin Milec', 'Charles Andre Doudin Doudin', 'Jeremy Helmer', 'Idriss Mhirsi', 'Petar Micin', 'Marc Lorenz', 'Vladlen Yurchenko', 'Tommy Thompson', 'Vlad Mihai Dragomir', 'Kevin Rodrigues Pires', 'Harrison Arley Mojica Betancourt', 'Demetri Mitchell', 'Borja Galán González', 'Héctor Jiménez', 'Hrvoje Milić', 'Matías Gómez', 'Vladimir Rodić', 'Ibán Salvador Edú', 'Matt Jarvis', '長泽 和明', 'Jhonnattann Benites da Conceiçao', 'Leonardo Gabriel Rolón', 'Tuur Dierckx', 'José Corpas Serna', 'Tiago Henrique Damil Gomes', 'Miguel Olavide Montes', 'Omatsone Folarin Aluko', 'Kaio Jesus Aldair Porto', 'Stéphane Darbion', 'Michaël Barreto', 'Kylian Hazard', 'Craig Noone', 'Jhonier Viveros Díaz', 'Keanu Staude', 'Theofanis Tzandaris', 'Luis Javier Suárez', 'Vincent Marchetti', 'Steven Lewerenz', 'Panagiotis Vlachodimos', 'Sebastian Ernst', 'Esteban Andrés Carvajal Tapia', 'Maximiliano Francisco Lugo', 'Konstantin Kuchaev', 'Maximilian Ullmann', 'Dominik Prokop', 'Roberto Cereceda', 'Javier Flores Santacruz', 'Jaime Báez', 'Matheus da Cunha Gomes', 'Michal Janota', 'Luka Ilić', '이석현 李硕贤', 'Shane Ferguson', 'Guévin Tormin', 'Herolind Shala', 'Marcel Ritzmaier', 'Michiel Jonckheere', 'Ricardo Darío Blanco', 'Marvin Johnson', 'Jiří Skalák', 'Andrea Nalini', 'Aylton Filipe Boa Morte', 'Achraf Lazaar', 'Ajdin Hrustić', 'David Milinković', 'Wilson Allan Rosan Dourado', 'David Blacha', 'Francisco Jose Sánchez Rodriguez', 'Alexis Ribera', 'Breno Vicente Laranjeiro Rosan', 'Matteo Ricci', 'Andrés Lioi', 'Armando Junior Vargas Morales', 'Will Buckley', 'Thembinkosi Lorch', 'Edison Flores', 'André Dej', 'Sebastian Maier', 'Erkan Kaş', 'Max Clark', 'Callum Connolly', 'Florian Raspentino', 'Iván Rodríguez del Pozo', 'Julian Green', 'Sarpreet Singh', 'Ben Woodburn', 'Alain Oyarzun Aguilar', 'Cristian Alejandro Cuevas Jara', 'Emre Kılınç', 'Cesar Fernando Silva Melo', 'Martin Hašek', '池忠国', 'Marvin Stefaniak', 'Robert Strauß', 'Adriàn Dalmau Vaquer', 'Enrique Barja Afonso', 'Amine Bassi', 'Oscar Ignacio Hernández Polanco', 'Todor Nedelev', 'Jorge Alberto Ortiz', 'Justin Shonga', 'Selim Amallah', 'Heitor Edvaldo Mutto Heck', 'Miquel Nelom', 'Nicolás Alexander Maturana Caneo', 'Marvin Mehlem', 'Callum  McManaman', 'Dominik Nagy', '이용 李镕', 'Sead Hakšabanovič', 'Sylvain Marveaux', 'Vincent Marcel', 'Mickaël Tirpan', 'Radosław Majewski', 'Jown Cardona', 'Facundo Guichón', 'Chaker  Alhadhur', 'Kevin Vázquez Comesaña', 'Lalaïna Nomenjanahary', 'Adam Hammill', 'Vittorio Parigini', 'Luis Carlos Fariña Olivera', 'Nicola Citro', '姜至鹏', 'Luca Paganini', 'Francisco Jesús Crespo García', 'Gabriel Gudiño', 'Enrique Márquez Climent', 'Juan Muñiz Gallego', 'Mario Kvesić', 'Cristian  Ceballos Prieto', 'Federico Varela', 'Ivan Močinić', 'Gerard Badía Cortés', 'Martín Merquelanz', 'Martin Kobylański', 'Marlon Ritter', 'Evander da Silva Ferreira', 'Amigo Luvuyo Memela', 'Gonzalo Diego Bueno Bingola', 'Alexander Merkel', 'Héctor Fertoli', 'Marco Schönbächler', 'Muğdat Çelik', 'Adama Mbengue', 'Daniel Crowley', 'Joshua Harrop', 'Stefano Celozzi', 'Francesco Cassata', 'Denis Omar Pineda Torres', 'Nik Omladič', 'Ever Tomás Sineiro Parrela', 'Semir Štilić', 'Tomás Alejandro Chancalay', 'Filipe Miguel Neves Ferreira', 'Vítor Bruno Rodrigues Gonçalves', 'Leonardo Sequeira', 'Caner Çavlan', 'Luís Carlos Ramos Martins', 'Farley Vieira Rosa', 'Dorin Rotariu', 'Jesús Arturo Paganoni Peña', 'Hélder José Castro Ferreira', 'Joshua Mees', 'Yoel Bárcenas', 'Rúben Daniel Fonseca Macedo', 'Sergiy Bolbat', 'Roman Bezjak', 'Enzo Alan Zidane Fernández', 'Osvaldo Ruisalvo', 'Benson Manuel', 'Alexander Isak', 'Greg Stewart', 'Nélson Alexandre Farpelha Estrela', 'Amedeo Benedetti', 'Samuel Asamoah', 'Lucas Matías Licht', 'Jonathan Fabián Zacaría', 'Mark Diemers', 'Bernardo Joshua Mota Damasco', 'Rogério Oliveira da Silva', 'Mustafa Saymak', 'Mamadou Jean-Luc Diarra Dompé', 'Nahki Wells', 'Giannis Bouzoukis', 'Johannes Eggestein', 'Éber Henrique Ferreira de Bessa', 'Nikola  Ninković', 'Cauly Oliveira Souza', 'Francisco Javier Acuña Víctor', 'Jonathan Williams', 'Cristian Chávez', 'Jordan Obita', 'Mauro Abel Fórmica', 'Kieran Dowell', 'Cristian Omar Espinoza', 'Rilwan Hassan', 'Issiar Dia', 'John Swift', 'David González Plata', 'Sebastian Kerk', 'Manuel Vallejo Galván', 'Gary Mackay-Steven', 'João Paulo Lázaro Lucas', 'Roy Beerens', 'Patrick De Oliveira Vieira', 'Zsolt Kalmár', 'Luís Miguel Lopes Mendes', 'Márcio Anderson Tramontino Sá', 'Claud Adjapong', 'Thabo Matlaba', 'Tommy Oar', 'Hélder Jorge Leal Rodrigues Barbosa', 'Ben Marshall', 'Tiago Nathan Pombeira Gesser', 'Federico Vico Villegas', 'Yassine El Ghanassy', 'Ivan Fiolić', 'Pedro López Muñoz', 'Heitor Edvaldo Barreto Gesser', 'Xavier Mercier', 'Zoltán Stieber', 'Fábio Pereira da Silva', 'João Pedro Gomes Camacho', 'Neeskens Kebano', 'Josué Durval da Feira Cunha', 'Walter Elias Silvieiro Borges', '张稀哲', 'José Luis Fernández', 'Pedro Nuno Fernandes Ferreira', 'Laureano Sanabria Ruiz', 'Francisco Leonel Lima Silva Machado', 'Lucas Janson', 'Javier Hernández Balcázar']
Node (1, 0): ['Pierre-Michel Lasogga', 'Tom Eaves', 'Tiago Marques Rezende', 'Prince Osei Owusu', 'Patrick Breitkreuz', 'Dêniro Rubens Prestes Cadete', 'David Vaněček', 'Salif Camara Jönsson', 'Stefan Schimmer', 'Maxime Biamou', 'Andreas Helmersen', 'Chidi Omeje', 'Ryo Germain', 'Kemal Ademi', 'Chan Kim', 'Erik Botheim', 'Jhord Bayron Garcés Moreno', 'Joshua Kayode', '赵学斌', 'Jake Larsson', 'Elijah Adebayo', 'Adrian Benedyczak', 'William Graham', 'Harry Cardwell', 'Diego Fernando  Herazo Moreno', 'Ibrahima Koné', 'Philippe Almeida Costa', 'Virgil Gomis', 'Del-Angelo Williams', 'Shamir Mullings', 'Richie Bennett', '闫鹏', 'Rekeil Pyke', '선수단 朴政护', 'Noel Mbo', 'Gary Shaw', 'Haris Hyseni', 'Paweł Tomczyk', '小川 航基', 'Julian von Moos', 'Myer Bevan', 'James Keatings', 'Nathan Bizet', 'Karl Simon Alexandersson', 'Robin Singh', 'Harry Smith', 'Courtney Baker-Richardson', 'Bojan Čečarić', 'Offrande Zanzala', 'Ivar Sollie Rønning', 'Olufela Olomola', 'Matías Donato', 'Kristján Flóki Finnbogason', 'Henrik Kjelsrud Johansen', 'Yannick Mamilonne', 'Aimery Pinga Maria', '泽上 龍二', 'Iván Morales', '皆川 佑介', 'Joseph Nuttall', 'Meshack Maphangule', 'Kai Brünker', '박의성 朴熙胜', 'Fabian Schubert', 'Pablo Sabbag', '高迪', 'Lucas Campana', 'Abdullah Al Fahad', 'Michael Karlsen', 'Oliver Hawkins', '胡靖航', 'Rüfät Dadaşov', 'Kevin van Veen', 'Jayden Stockley', 'Hamadi Al Ghaddioui', 'Hendrik Weydandt', 'Jorge Matías Donoso Garate', 'Nicolás Mario Mazzola', 'Andrea La Mantia', 'Christian Beck', 'Uroš Đerić', 'Simeon Tochukwu Nwankwo']
Node (7, 0): ['Mario Gavranović', 'Adama Traoré', 'Saido Berahino', 'Yairo Yesid Moreno Berrío', 'Steve De Ridder', 'Josh Onomah', 'Mauro Manotas', '浅野 佐藤', 'Leonardo Fabio Castro Loaiza', 'Mamadou Sylla Diallo', 'Stephan Hain', 'Sami Allagui', 'Denilson Pereira Junior', 'Reza Ghoochannejhad Nournia', 'Théo Valls', 'Moses Odubajo', 'Miguel Ibarra', 'Marvin Gakpa', 'Rômulo Roberto Selva Esser', 'Jean Thierry Lazare Amani', 'David Antonio Llanos Almonacid', 'Marco Richter', 'Daniel Cataño', 'Matty Taylor', 'Hattan Bahebri', 'Omar Andrés Rodríguez Martínez', 'Valentín Nicolás Viola', 'Francisco Javier Hernández González', 'Emyr Huws', 'Martin Chrien', 'Duncan Watmore', '최재현 崔在勋', 'Alex Brosque', 'Shani Tarashaj', 'Ricardo Cavalcante Mendes', 'Marc Andre Schmerböck', 'César Augusto Arias Moros', 'Achraf Bencharki', 'Giorgi Merebashvili', 'Alexandre Costa Silva', 'Tobias Sana', 'Simon Dawkins', 'Nicholas Siega', 'Gustavo Gotti', 'Daouda Karamoko Bamba', 'George Honeyman', 'Garath McCleary', 'Khalid Karami', 'Denis Thomalla', 'Mohamed Amine Chermiti', 'Lewis Wing', 'Kenneth Paal', 'Felix Lohkemper', 'Tahith Chong', 'Kristoffer  Knudsen Larsen', 'Ariel Elías Martínez Arce', 'Kieran Sadlier', 'Edgar Babayan', 'Sergiy Gryn', 'Ramon Pascal Lundqvist', 'Joe Rothwell', '金森 健志', 'Fernando Beltrán Cruz', 'Timo Röttger', 'Cristian Andrés Palomeque Valoyes', 'Nabil Aankour', 'Saleh Al Jaman', 'Marius Bülter', 'Roger Brugué Ayguade', 'Omar Eddahri', 'Jay Chapman', 'Jordy Hiwula', 'Stevie Mallan', 'Flamur Kastrati', 'Jamal Thiaré', 'Ethan Laird', 'Andrew Barcham', 'Abdulkarim Ayidh Al Qahtani', 'Fabian Herbers', 'Mouaad Madri', 'Amahl Pellegrino', 'Jorge Félix Muñoz García', 'Fábio Miguel Lourenço Ferreira', 'Louis Dennis', 'Dayle Grubb', '张池明', '中原 彰吾', 'Younes Delfi', 'Danny Pérez', 'Edgar Zaldivar Valverde', 'Birk Risa', 'Marcus Vinícius Silva de Oliveira', 'Jake Gray', 'José Aguilera', 'Iván Marcelo Rozas Agüero', 'Thijmen Goppel', 'Lion Lauberbach', 'Alexander Nilsson', 'Jonathan Burkardt', 'Nathan Burns', 'Dzenis Kozica', 'Fabian Ahumada', 'Jevani Brown', 'Jerome Sinclair', 'Mike Owusu', 'Alessandro Abruscia', 'Keanu Marsh-Brown', 'Kyle Magennis', 'Mikkel Kallesøe', 'Filip Jagiełło', '박형진 朴亨秦', 'Ali Ibrahimaj', 'Wanderson Carvalho Oliveira', 'Kiril Despodov', 'Gerald Nutz', 'Franck Evina', 'Ronan Finn', '川邉 骏', 'Dominik Bock', 'Romano Schmid', 'Hilal Ben Moussa', 'David  Henen', 'Arkadiusz Reca', 'Paris Cowan-Hall', 'Stefano Vecchia', 'Mathias Greve', 'Ben Reeves', 'Jordan Roberts', 'Matthias Verreth', 'Abu Danladi', 'Cyril Ngonge', 'Rasmus Thellufsen Pedersen', 'Charles Abi', 'Alex Jones', 'Daniel Lajud Martínez', 'Jesús Jiménez Núñez', 'Joshua Bohui', 'Reece Brown', 'Franco Cristaldo', 'Kwame Yeboah', 'Nahuel Lautaro Bustos', 'Issah Abass', 'Temitope Obadeyi', 'Kévin Lucien Zohi', 'Emmanuel Gyasi', 'Joel Grant', 'Alex Gilliead', 'Josh Clarke', 'Sultan Abdullah Al Ghannam', 'Yilton Díaz', 'Andreas Ivan', '中村 慶太', 'Christoph Hemlein', 'Alex Rodman', 'César Joel Valencia Castillo', 'Aaron Wildig', 'Jinty Caenepeel', 'Victorio Gabriel Ramis', 'Tobias Rühle', 'Danny Mayor', 'Cyrille Bayala', 'Mohammed Fellah', 'Florian Kath', 'Abdelhamid Sabiri', '심원운 沈东云', 'Billy King', 'Babajide David Akintola', 'Alexander Jakobsen', 'Jan Hurtado', 'Mallik Wilks', '김민우 金敏佑', 'Sean Clare', 'Stefan Silva', 'Sultan Ali Al Sawadi', 'Thomas Rodríguez', 'Nolan Mbemba', 'Jonathan Ring', 'Chris Taylor', 'Mads Aaquist', 'Goduine Koyalipou', '허용준 许榕俊', 'Robert Thomas Taylor', 'Reinhold Ranftl', 'Léiner de Jesús Escalante Escorcia', 'Mirnes Pepić', 'Hakeeb Adelakun', 'Raffaele De Vita', 'Jambul Jigauri', 'Noa Lang', 'Kyle Dempsey', 'Tiémoko Konaté', 'Christian Gebauer', '조영욱 Young Wook Cho', 'Johan Absalonsen', 'Mihai Răduţ', 'Elliot Lee', 'Bror Blume', 'Imad Khalili', 'Martín Rodrigo Rivero', 'David Templeton', 'Jordan Larsson', 'Mason Greenwood', 'Juan Álvarez', 'Mauricio Alejandro Tévez', 'Facundo Castillón', 'William Zapata Brand', 'Jakub Hromada', 'Arnór Sigurðsson', 'Bright Enobakhare', 'Viv Solomon-Otabor', '王永珀', 'Cody Mathès Gakpo', 'Dairon Estibens Asprilla Rivas', 'Enzio Boldewijn', 'Dominic Samuel', 'Tino Kadewere', 'Maximilian Dittgen', 'Sebastian Freis', '임찬울 林昌宇', 'Nick DeLeon', 'Jan Kliment', 'Bradden Inman', 'José Santiago Rosales', 'Lawrence Ofori', 'Tayfur Bingöl', 'William Francisco Luis Arboleda Perea', 'Maximiliano Lovera', 'Leonardo Nicolás Povea Pérez', 'Aboubakar Oumarou', 'Ondřej Mihálik', 'Abdullah Durak', 'Sercan Sararer-Osuna', 'Philip Zinckernagel', 'Philipp Hosiner', 'Moussa Sylla', 'Danny Swanson', 'Leonardo Matías Heredia', 'Christos Albanis', 'Erbín Trejo', 'Charles Fernando Basilio da Silva', 'Luka Zarandia', 'Carlos Castro García', 'John Fredy Pajoy Ortíz', 'Rifat Zhemaletdinov', 'Nuno Daniel Costeira Valente', 'Christian Alejandro Tabó Hornos', 'Zlatko Dedič', 'Tyronne Gustavo Del Pino Ramos', 'Marcel Bär', 'Kadeem Harris', 'Elías Fernando Aguilar Vargas', 'Luc Kassi', 'Daniel Ojeda Saranova', 'Oluwaseyi Babajide Ojo', 'Youssef Toutouh', 'Tobias Pilegaard Mikkelsen', 'Gustavo Affonso Sauerbeck', '한교원 韩教元', 'Jorge Andrés Aguirre Restrepo', 'Roberto Rodriguez', 'Daniel  Mancini', '小野 裕二', 'Dennis Johnsen', 'Ibrahima Niane', 'Krisztián Németh', 'Patrick Weihrauch', 'Daleho Irandust', 'Marvin Potzmann', '郑铮', 'Boniek García', 'Lynden Gooch', 'Juan Agudelo', 'Juan Antonio Delgado Baeza', 'Adrián Guto Maideira Almeida', 'André Filipe Claro de Jesus', 'Federico Oscar Andrada', 'Ahmed Hammoudan', 'Sergi Canós Tenés', 'Aias Aosman', 'Juan Ignacio Cavallaro', 'Niccolò Giannetti', 'Hernán Toledo', 'Aldo Kalulu Kyatengwa', 'Kasey Palmer', 'Marc Gual Huguet', 'Okacha Hamzaoui', 'Ikechi Anya', 'Muamer Tanković', 'Irvin Cardona', 'Marley Watkins', 'Aymen Barkok', 'Horacio Gabriel Carabajal', 'Sandeiro Luan Leal Neto', 'Antonino La Gumina', 'Eberechi Eze', 'Reinildo Isnard Mandava', 'Patrick McEleney', 'Aleix Febas Pérez', 'Isaiah Brown', 'Dawid Kownacki', 'Luca Vido', 'Umut Bozok', 'Darío Andrés Rodríguez Parra', 'Murilo Oliveira de Freitas', 'Lys Mousset', 'Carmelo Enrique Valencia Chaverra', 'Gabriel Augusto Xavier', 'Marc Cardona Rovira', 'Callum Hudson-Odoi', 'Raffaele Maiello', 'Aleksandar Trajkovski', 'Juan Muñoz Muñoz', 'Bernard Tekpetey', 'Darko Jevtić', 'Fabio Enrique Álvarez', 'Kristoffer Peterson', 'Francisco Mota Castro Trincão', 'Ihsan Sacko', 'Emanuel Cecchini', 'Soner Aydoğdu', 'Sam Byram', 'Nick Powell', 'Diego Morales', '興梠 慎三', 'Daniel Buitrago', 'Anastasios Donis', 'Youssef En-Nesyri', 'Gianluca Lapadula', 'Jorgino Silas Ruiz Prestes', '大迫 勇也']
Node (7, 8): ['Lucas Menossi', 'Adrián Andrés Cubas', 'Birger Solberg Meling', 'Vágner Nilson Norteiro Brito', 'Cláudio Falcão Santos', '柏佳俊', 'Manuel Marras', 'Sascha Horvath', 'Leonardo Enrique Saldaña Carvajal', '中川 寛斗', 'Hubert Matynia', 'Cristian Gabriel Esparza', 'Moreto Moro Cassamá', 'Carlos Uriel Antuna Romero', 'Florian Hansch', '陈志钊', 'Neyder Stiven Moreno Betancur', 'Jesper Karlsson', 'Elliott Frear', 'Neider Barona', 'Alessio Bottani', 'Muhanna Al Enazi', 'András Schäfer', 'Rushian Hepburn-Murphy', 'Alejandro Zendejas Saavedra', 'Emmanuel Arias', '齐藤 未月', '杉森 考起', 'Reise Allassani', 'August Mikkelsen', 'Joe Adams', 'Joaquín Alejandro Romo López', 'Marley Blair', '宮崎 幾笑', 'Alejandro Díaz', 'Sebastian Kowalczyk', 'Stiven Rentería', 'Ali Ceylan', 'Adrià Mateo López', 'Reece Grego-Cox', 'Petar Pusic', 'Felix Agu', '松田 天馬', 'Vasil Kušej', 'Cristian David Echavarría Vélez', 'Jamie Devitt', 'Kodjovi Koussou', '郑达伦', '仲川 輝人', 'Ali Hissain Khormi', 'Jermaine McGlashan', 'Yunus Akgün', 'Emanuele Cicerelli', 'Darragh Markey', 'John Sanchez', 'Lewis Jack Young', 'Pablo César López Martínez', 'Daniel Schütz', 'Mykhailo Mudryk', 'Juan José Salcedo', 'Robinho Barbosa de Lisboa', 'Felipe Andrés Barrientos Mena', 'Tomás Conechny', 'Scott Wright', 'Luis Hernando Mena Sepúlveda', 'Wilfrido De La Rosa Mendoza', 'Amin Soleiman Askar', 'Christoph Kröpfl', 'Jason Flores Abrigo', 'Amaury Torralvo Polo', 'Kyle Bennett', '白井 康介', 'Emiliano Ozuna', 'Patrick Twumasi', '古橋 亨梧', '楠神 順平', 'Nicolás Sessa', 'Fabián Alexis Viáfara Alarcón', 'Doğukan Sinik', 'Neri Ricardo Bandiera', 'David Haro Iniesta', 'Rodrigo Vargas', 'Ruben Vargas', 'Jean Carlos Becerra Cuello', 'Guido Nahuel Vadalá', 'Bhongolwethu Jayiya', '長谷川 龍也', 'Maic Sema', '이영재 李荣载', 'Erik Roberto Silva do Nascimento', 'Flávio Leôncio Trigo Sacramento', 'Luis Sinisterra', 'Lautaro Comas', 'Walmer Pacheco Mejía', 'Lucas Henrique Ferreira Venuto', 'Ruben Ligeon', 'Mateusz Szwoch', 'Matías Fissore', 'José Joaquín Matos García', 'Kadir Keleş', 'José Ángel Carrillo Casamayor', 'Florent Muslija', 'Clemens Fandrich', 'Erhun Oztumer', 'Latif Blessing', 'Jaime Frederico Cavaco Dorta', '김종우 金正友', 'Elton Matheus Bessa Acuna', '豊川 雄太', 'Diego Nicolás De La Cruz Arcosa', 'Carlos Alberto Carvalho Silva Jr.', 'Damián Pérez']
Node (7, 6): ['John Boye', 'Dany Nounkeu', 'Ezri Konsa', 'Rami Bedoui', 'Trevoh Chalobah', 'Deyovaisio Zeefuik', 'Chris Duvall', 'Damil Dankerlui', 'Lucas Marques de Oliveira', 'Steve Lawson', 'Shaquille Pinas', 'Alexander Bittroff', 'Facundo Medina', 'Juha Pirinen', 'Gregory Leigh', 'Claudio Nicolás Bravo', 'Osama Malik', 'Jordi Jose Delem', 'Josha Mamadou Karaboue Vagnomann', '山根 視来', 'Jaylin Lindsey', 'Tobias Borchgrevink Børkeeiet', 'Kevin Bigler', 'Stefan Nigro', 'Cerruti Siya', 'Levi Sutton', 'Abdullah Majrashi', 'Luke Joyce', 'Usman Mohammed', '宋龙', 'Darren Lyon', '杜长杰', 'Leon Schneider', 'Patryk Sokołowski', 'Tristan Blackmon', 'Toby Sibbick', 'Daniel Devine', 'Charlie Cooper', 'Christian Oxlade-Chamberlain', 'Haris Cirak', 'Callum Maycock', 'Oliver Sigurjónsson', '김준범 Joon Beom Kim', 'Simon Sohm', 'Oscar Johansson', '荻原 拓也', 'Joshua Gaston Kitolano', 'Cammy MacPherson', 'Shaun McWilliams', 'Noble Okello', '伊藤 宏樹', 'Callum Evans', 'Nicolas Baeza', 'Özer Özdemir', 'Luis Donaldo Hernández', 'Matías Daniel Juárez Romero', 'Sebastian Dahlström', '裴帅', 'Jhonathan Caicedo Vergara', 'Andrey Estupiñán', 'Emir Karic', 'Sambou Sissoko', 'Charles Chinedu Ezeh', 'Adnan Hadzic', '车世伟', 'Osama Yousef Al Khalaf', '王伟', 'Reda Boultam', 'Junior Etou', 'Sabir Bougrine', '陈杰', 'Mehdi Boudjemaa', 'Madallah Al Olayan', 'David Aymerich', 'Nicolas Lüchinger', 'Fredrik Sjølstad', 'Maicol Giovanny Medina Medina', 'Arbnor Fejzullahu', 'Saeed Mohammed Al Dosari', 'Øyvind  Alseth', 'Damian Rasak', 'Andrés Colorado', 'Jonas Zickert', 'Wojciech  Hajda', 'Tadeusz Socha', '郭皓', 'Janik Jesgarzewski', '马兴煜', 'Scott Galloway', 'Ali Lajami', 'Shay Facey', 'Jak McCourt', 'Edson Gutiérrez', 'Brian Torres Aguilar', '류재문 刘在暮', 'Felipe Ignacio Saavedra Saavedra', 'Efraín Orona Zavala', 'Tony Rocha', 'Sam Finley', 'Conor Thomas', 'Rodrigo González', 'Luka Marić', 'Ken Gipson', 'Pronay Halder', 'Ahmed Ildız', 'Saša Balić', '이민수 Min Soo Lee', 'Alexander Rossipal', 'Samuel Arbelo Hernández', 'Mickey Demetriou', 'Oliver Lund', '李提香', 'Izuchukwu Jude Anthony', 'Jesper Manns', 'Malte Amundsen', 'Grzegorz Bartczak', 'Awadh Ali Khrees', 'Herbert Paul', 'Bastien Héry', 'Adam Andersson', 'Lewis Banks', 'Omar Mohammed Muzayil', 'Janick Kamber', 'Dujon Sterling', 'Christopher Lindquist', 'Amir Nouri', 'Bent Sørmo', 'Darren Oldaker', 'Abrahim Soumaoro', 'Henrik Löfkvist', 'Mikey Ambrose', 'Marco Farfan', 'Joseph Willock', 'Christopher Missilou', 'Robin Tim Becker', 'Louis Jordan  Beyer', 'Rubén González', 'Adam Henley', 'Tareiq Holmes-Dennis', 'Jens Jønsson', 'José Joaquín Esquivel Martínez', "John O'Sullivan", 'Paschalis Staikos', 'Deklan Wynne', 'Julien Masson', 'Nick Besler', 'Mario Erb', 'Julius Reinhardt', 'Stephan Zwierschitz', 'Yan Valery', 'Yacoub Aly Abeid', 'Mauro Alessio Savastano', 'Eric Björkander', 'Nathan Raphael Pelae Cardoso', 'Calvin Mac-Intosch', 'Brendan Galloway', 'Charles Dunne', 'Julian Riedel', 'Elisha Owusu', 'Sven Nieuwpoort', 'Merlin Koumba Abdoulaye Tandjigora', 'Rodrigo Tarín Higón', 'Jesper Nyholm', 'Jeffry Fortes', 'Louis Samson', 'Brendan Hines-Ike', 'Djegui Koita', 'Fabian Kalig', 'Alejandro José Muñoz Miguel', 'Fausto Grillo', 'Reece Burke', 'Pierre-Yves Ngawa', 'Nicolai Rapp', 'Hiram Ricardo Mier Alanis', 'Fikayo Tomori', 'Jordan Torunarigha', 'Andrea Costa', 'Yassine Meriah', 'James Chester', 'Luiz Felipe Ramos Marchi', 'Lorenzo Tonelli']
Node (6, 0): ['Daniel Rosero Valencia', 'Lasse Nielsen', 'Alexis Rafael Pérez Fontanilla', 'Emanuel Brítez', '于睿', 'Clark Robertson', 'Elvis David Mosquera Valdés', 'Bart Straalman', 'Joe Rafferty', '李磊', 'Juan René Abarca Fuentes', '정승용 郑胜永', 'Manfred Gollner', 'Federico Milo', 'Zoran Arsenić', 'Bader Al Nakhli', 'Andreas Hanche-Olsen', 'Issouf Paro', 'Matt Tootle', 'Michelangelo Albertazzi', 'Henrique Gelain Custódio', 'Yassen Hamza', 'Endika Irigoien Bravo', 'Sean McLoughlin', '岡本 拓也', 'Nawaf Humaidan Al Subhi', 'Boris Rotenberg', 'Marcel Baude', 'Aaron Taylor-Sinclair', '李帅', 'Marc Vales Gonzalez', 'Connor Ogilvie', 'Fynn Arkenberg', '姜嘉俊', 'Santiago Ruiz', 'Jeppe Brinch-Vilhelmsen', 'Masood Bekheet', 'Eric Weeger', 'Bright Gyamfi', 'Nemanja Antonov', 'Saad Al Khayri', 'Connor Wood', 'Josh Doherty', '徐友刚', 'Matteo Catenacci', 'Jake Adelson', 'Regan Donelon', 'Jesús Daniel Martínez Leal', 'Marcin Wasielewski', 'Nicolás Giménez', 'Gary Boylan', 'Luther Wildin', 'James Brown', 'Fahad Ghazi Zahim', 'Sean Long', 'Nick Anderton', 'Destan Bajselmani', 'Joe Martin', '髙野 辽', '张卫', 'Osama Ashoor', 'Ethan Boyle', 'Aaron Lewis', 'Theo Vassell', 'Ramón Rodríguez da Silva', 'Carlos Villanueva', 'Mateo Mužek', 'Pierre Fassnacht', 'Greg Taylor', 'Kayne Ramsay', 'Zachary Brault-Guillard', 'Tyler Reid', 'Nick Cowburn', '龙成', '김태호 Tae Ho Kim', 'Federico Valietti', 'Niklas Heidemann', 'David Fitzpatrick', 'Stanley Amuzie', 'Pritam Kotal', 'Alexandru Stefan Pascanu', 'Nelson Eduardo Lemus Hurtado', 'Patrick Kpozo', 'Eddie Nolan', '髙木 利弥', 'Marvin Leandro Vallecilla Gómez', 'George Benjamin Williams', '배재우 裴栽于', 'Salem Mbakata', 'Sören Dieckmann', 'Bevis Mugabi', "Pierre-Daniel N'Guinda N'Diffon", 'Karl Larson', 'Stephen Hendrie', 'Florian Buchacher', 'Albin Granlund', 'Thomas Doyle', 'Ahmed Mohammed Sharahili', 'Tobias Schilk', 'Robin Taillan', 'Baba Traoré', 'Korbinian Burger', 'Harouna Sy', 'Facundo Nadalín', '尼扎木丁·阿凡提', 'Jeron Al-Hazaimeh', 'David Myrestam', '이재명 李在明', 'Abdullah Abdulkarim Al Shamekh', 'Brian Blasi', 'Aaron Herrera', 'Enrico Pezzi', 'Stefan Gölles', 'Adrian Gryszkiewicz', '饶伟辉', 'Nama Fofana', 'John White', 'Kory Roberts', 'David Gray', 'Abdullah Haif Al Shammari', '蒋亮', 'Rodrigo Sebastián Arciero', 'Anton Walkes', 'Michael Heinloth', 'Ziggy Gordon', 'Pierce Sweeney', 'Janoi Donacien', 'Richard Foster', 'Agustín Sandona', 'Saad Abdul-Salaam', 'João Aniceto Grandela Nunes', 'Yaseen Omar Barnawi', 'Jason Pendant', 'Jordan Willis', 'Maximilian Ahlschwede', 'Luis Ruiz Sayago', 'Bambo Diaby', 'Anthony McMahon', 'Zak Vyner', '이웅희 李雄熙', 'Charles Traoré', 'José Isidoro Gómez Torres', 'Joe Walsh', 'Kangni Frederic Ananou', 'Nicolas Saint-Ruf', 'Hassan Kadish', '唐鑫', 'Ryan Nyambe', 'Guillermo Alfonso Pacheco Tudela', '松田 陸', 'Pier Miqueas Barrios', 'Luis Mago', 'Yonatan Yovanny Murillo Alegría', 'Jakob Nerwinski', 'Dennis Kempe', 'Tomás Pablo Astaburuaga Montoya', 'Botond Baráth', 'Christian Camilo Mafla Rebellón', 'Dominic Iorfa', 'Hólmar Örn Eyjólfsson', 'Jérôme Mombris', 'Michele Somma', '조성진 给宋锦', '홍철 洪喆', 'Philipp Ziereis', 'Eduardo Tercero', 'Darnell Fisher', 'Arturo Calabresi', 'Mathías Suárez', 'Ognjen Vranješ', 'Juan Guilherme Nunes Jesus', 'Michal Sipľak']
Node (5, 5): ['Maximiliano Caire', 'Saidy Janko', 'Matěj Hanousek', 'Antonee Robinson', 'Gonzalo Piovi', 'Waylon Francis', 'Mickaël Alphonse', 'Felix Beijmo', 'Aslak Fonn Witry', 'Taijo Teniste', 'Gabriel Rojas', '小泉 庆', 'Tracy Mpati', '김진야 金真冶', 'Carlos Cordero Pérez', 'Marcos Pinto', 'Eric Miller', 'Elacio José Córdoba Mosquera', 'Alberto Gerbo', 'Marcos López', 'Carlos Eugenio Tavares dos Santos', 'Johan Manuel Bravo Díaz', 'Nikola Tkalčić', 'Santiago Roa Reyes', 'Gabriel Fuentes', 'Daniel Björnquist', 'José Manuel Sagredo Chávez', 'Jossimar Andrés Gómez Pereira', '杨阔', 'Birkan Öksüz', 'Kevin Goden', 'Alexander Hartmann Bah', 'Kyle Duncan', 'Ronald José Hernández Pimentel', 'Guillermo Díaz Ayala', '이민기 李敏基', 'Jonathan Rebolledo', 'Hayden White', 'Andrej Startsev', 'Jamie Shackleton', 'Abobaker Eisa', 'John Kitolano', 'Lukas Hupfauf', 'Daniel Anyembe', 'Demeaco Duhaney', '竜川 諒史', 'Lukas Scherff', 'Maziar Kouhyar', 'Rune Frantsen', 'Conor McDermott', 'Kevin Álvarez', '藤谷 壮', 'Erik Henschel', 'Olivier Mbaissidara Mbaizo', 'Aaron Greene', 'Moses Ebiye', '王秋明', '向汉天', 'Aldhair Molina', '강윤구 Yun Koo Kang', 'Juan Carlos Diaz', 'Jason Law', 'Jackichand Singh', 'Magnus Kaastrup Larsen', '孙国文', 'Denis Jovan Mena Zapata', 'Mohammed Al Zubaidi', 'Aaron Simpson', 'Tate Russell', 'Ciarán Coll', '张晨龙', 'Cameron Pring', 'Mohanad Jeahze', 'Yerco Oyanedel', 'Marc Onuoha', 'Johannes Vall', 'Johan Andersson', 'Clinton Antwi', 'Jeppe Friborg Simonsen', 'Erik Næsbak Brenden', 'Nelson Córdova', 'Andrés Álvarez', '张璐', 'Jake Caprice', 'Liam Ridehalgh', 'Dean Jarvis', 'Sven Joss', 'Dean Clarke', 'Jake Carroll', 'Alefe Santos', 'Omar Abdulaziz Al Sunain', 'DeJuan Jones', 'Mathias Haarup', 'Jimmy Oates', 'Anderson Mojica', 'Daniel Leadbitter', 'Erlend Dahl Reitan', 'Łukasz Kosakiewicz', 'Rhys Browne', 'Krystian Miś', '王飞', 'Robbie Willmott', 'Jaushua Sotirio', 'Bradley Halliday', 'Ali Majrashi', 'Koby Arthur', 'Sami Kassar', 'José Daniel Quiñónes Olave', '斧泽 隼輝', 'Hadier Borja Aguilar', 'Florian Lapis', 'Patryk Stępiński', 'Malkom Moënza', 'Souleyman Doumbia', 'Majed Hazazi', 'Janik Mäder', 'Tim Björkström', 'Federico Arbeláez Ocampo', 'Harrison Dunk', 'Bradley Garmston', 'Nicolás Fernández', 'Bödvar Bödvarsson', 'Rob Hunt', 'Jonathan Marulanda', 'Simon Strand', 'Dan Butler', 'Fabian Senninger', 'Harouna Abou Demba', 'Liam Shephard', 'Brandon  Bye', 'Scott Tanser', 'Jordan Cranston', 'Lennart Czyborra', 'Kane Wilson', 'Kofi  Kwarteng Frempong Sarkodie', 'Mateusz Lewandowski', 'Kyle Knoyle', 'José Hernández', 'Cameron Dummigan', 'Victor Demba Bindia', 'Elvis Bwomono', 'Shay McCartan', 'Ismael Govea Solorzano', 'Gabriel Somi', '유지훈 Ji Hoon Yu', 'Sari Amro', 'Makana Baku', 'Giovanni Pinto', 'Marco Komenda', '권완규 权完圭', 'Bandar Al Mutairi', 'Stelios Demetriou', 'Sam Hoskins', 'Marvin Büyüksakarya', 'Egzon Binaku', 'Luke Hendrie', 'Kgosi Ntlhe', 'Josh  Parker', 'Jordy Monroy', 'Lasse  Schlüter', 'Lucas Kruspzky', 'Samuel Mensiro', 'Naif Mousa', 'Andrew Hoole', 'Liberato Gianpaolo Cacace', 'Jefferson Eulises Murillo Aguilar', 'James Bolton', 'Ever Augusto Valencia Ruiz', 'Viljormur Davidsen', 'Sebastián Macías Correa', 'Jhonatan Pérez', 'Pablo Rey Fernández', 'Jakub Bartkowski', 'Marc Wachs', 'Morgan Poaty', 'Sherel Floranus', 'Ian Rey Smith Quiros', 'Magno José da Silva', 'Nelino José Tapia Gil', 'Dominik Schad', 'Matej Palčič', 'Jonathan Tamimi', 'Dominik Ernst', 'Abdulaziz Ali Al Bishi', 'Ashtone Morgan', 'Rafał Pietrzak', 'Karol Fila', 'Jáder Rafael Obrian Arias', 'Jorge Darío Cáceres Ovelar', 'Elliot Käck', 'Brad Smith', 'Brandon Mason', '김용환 金永焕', 'Ashley Smith-Brown', 'Tafari Lalibela Moore', 'Gabriel Risso Patrón', 'Juan David Duque Santos', 'Pol Valentín Sancho', 'Guillaume Cros', 'Francisco García Solsona', '김태환 金泰万', 'Ryan Johnson Laursen', 'Ghazi Abderrazzak', 'Alex Gersbach', 'Joe Riley', 'Matías Pérez Acuña', 'Luis Alberto Pavez Muñoz', 'Ivan Rondanini', 'Ilias Chatzitheodoridis', 'Jack Grimmer', 'Josh Ginnelly', 'Raymon Gaddis', 'Isak Ssewankambo', 'Fabio Enrique Castillo Choco', 'Emanuel Iñíguez', 'Pape Paye', 'Kai Wagner', 'Birkir Már Sævarsson', 'Álvaro Angulo', 'Frederik Holst', 'Tyronne Ebuehi', 'Juan Pablo Zuluaga Estrada', 'Josh Earl', 'Serge Sidoine Tchaha Leuko', 'Luca Zander', 'Joseph Martín Mora Cortéz', '小池 龍太', 'Gerardo Arteaga', '邓涵文', 'Reggie Cannon', "Salvatore D'Elia", 'Andrés Correa Valencia', 'David Carmona Sierra', 'José Manuel Fernández Reyes', 'Carlos Bellvís Llorens', 'Ruben Kristiansen', '登里 享平', 'Osvaldo Bosso', 'Brian Oladapo Idowu', 'Luis Jesús Pérez Maqueda', 'Alexander Nandzik', 'Joel Andersson', 'Mads Valentin Pedersen', 'Cristian Camilo Arrieta Medina', 'Dimitris Giannoulis', 'Nazim Sangaré', 'Marcus Olsson', 'Simone Iacoponi', 'Jailson Pietro Oliva Chiamulera', 'Ngoran Suiru Fai Collins', 'Jonas Welson Damasto Orsi', 'Falaye Sacko']
Node (1, 4): ['Barrie McKay', 'Yesus Segundo Cabrera Ramírez', 'Salim Khelifi', 'Boris Alexis Sagredo Romero', 'Edon Zhegrova', 'Jack Payne', 'Halil Akbunar', 'Jules Keita', 'Brayner Jesús De Alba Castro', 'Ayub Timbe Masika', 'Nicolás Rubio', 'Nazareno Damián Solís', 'Carlos Valverde Doblado', 'Farid El Mellali', 'Mateus Anderson Veloso Sousa', 'Iñigo Muñoz Cuevas', 'Radoslav Kirilov', 'Henrique de Andrade Silva', 'Víctor Álvarez Rozada', 'Antoine Leautey', 'Michael Johnston', 'Mergim Fejzullahu', '黄紫昌', 'Julián Álvarez', 'Haissem Hassan', '水谷 拓磨', 'Leonel Rivas', 'Fahad Bin Jamayah', 'Elvis Kamsoba', 'Jean-Claude Ngando', 'Ibrahim Diarra', 'Ayman Al Khulaif', 'Louis Ameka Autchanga', 'Tyreke Johnson', 'Mohamed Mara', 'Lucas Cueto', 'Jairo Torres', 'Cheikh Tidiane Sabaly', 'Dimitrios Emmanouilidis', 'Lubambo Musonda', 'Diego Sosa', 'Álvaro Romero Morillo', 'Bryan Gil Salvatierra', 'Aleksander Jagiełło', 'Jake Mulraney', 'Borja Martínez Giner', 'Mauro Gabriel Ortiz', 'Francisco Antonio Figueroa Díaz', 'Miguel Ângelo Vieira Tavares', 'Jesús Rodríguez Ortuño', 'Alexis Busin', 'Ablie Jallow', 'Patrik Karlsson Lagemyr', 'Dillon Serna', 'Lionel Ainsworth', 'Alcides  de Souza Faria Junior', 'Zoran Jovanovic', 'José Alonso Alonso Lara', 'Jodi Jones', 'Gavin Whyte', 'Taxiarchis Fountas', 'Bryan Mbeumo', 'Michał Mak', 'Marcos Robson Cipriano', 'Yusuf Sari', '関根 貴大', 'Nasiru Mohammed', 'Denis Mahmudov', 'Sofiane Diop', 'Elson Hooi', 'Sebastian Szymański', 'Fernando Daniel  Brandán', 'Yaw Yeboah', 'Giorgi Arabidze', 'Alex Castro', 'Diego Ángel Capel Trinidad', 'Francisco Andrés Arancibia Silva', 'Johann Obiang', 'Jonathan Pereira Rodríguez', 'Ross Wallace', 'Marcos Júnior Lima dos Santos', 'Cristian Nahuel Barrios', 'Daniel Arzani', 'Marco Rojas', 'Cristian Techera', 'Sascha Bigalke', 'César Valenzuela Martínez', 'Rafael Jesús Navarro Mazuelos', 'Mauro Jaqueson J. Ferreira Santos', 'Fafà Picault', 'Luther Singh', 'Ryan Gauld', 'Yohandry José Orozco Cujía', 'Leonardo Suárez', 'Róger Mauricio Torres Hoya']
Node (2, 0): ['Sean Maguire', 'Bright Edomwonyi', 'Devante Cole', 'Kennedy Igboananike', 'Anders K. Jacobsen', 'Joel Asoro', 'Danilo Manuel Sacrio Dano', 'Ikoma Loïs Openda', 'Eddie Nketiah', 'Luciano Slagveer', 'Dominic Poleon', 'Nikola Mileusnić', 'Eduardo Aguirre', 'Tyrone Marsh', 'Rashad Muhammed', 'Trent Buhagiar', 'Connor Hall', 'Jack Lahne', 'Logan Rogerson', '김경민 Gyeong Min Kim', '田川 亨介', 'Eric Johana Omondi', 'Benjamin Källman', 'Alfie May', 'Seyi Adekoya', 'Shawn McCoulsky', 'Chiedozie Ogbene', 'Chris Harold', 'Peter Wilson', 'Pape Alioune Diouf', 'Horacio Gabriel Tijanovich', 'Dominic Telford', 'Elliott List', 'Erik Hurtado', 'Stephen Odey', 'Christopher Hamilton', 'Daniel Powell', 'Streli Mamba', 'Ryan Hardie', 'Fejiri Okenabirhie', 'Kayden Jackson', 'Vladyslav Supriaga', 'Yusuf Otubanjo', 'Emmanuel Sabbi', 'Jonathan Leko', 'Karlan Grant', 'Daniel Gustavsson', 'David Okereke', 'Moussa Sao', 'Jeremy Ebobisse', 'Christoph Monschein', 'Mohamed Buya Turay', 'Patson Daka', 'Dino Ndlovu', 'Scott Hogan', 'Federico Dionisi', 'Christian Bassogog']
Node (4, 6): ['Tomás Martínez', '伊藤 達哉', 'Fabio Depaoli', 'Christoph Leitgeb', 'Jorge Carrascal', 'Brahim Díaz', 'Diego Steven Gómez Maldonado', 'David Concha Salas', 'Sergio Gómez Martín', 'Luka Zahović', 'Duane Holmes', 'Musa Araz', 'Romário Pereira Sipião', 'Leandro Paiva', 'Jonathan Montiel Caballero', 'Ferdinando Del Sole', 'Soufiane Bidaoui', 'Juan Camilo Vela Ospina', 'Paolo Fernándes Cantin', 'Burak Çamoğlu', 'Andrea Bussaglia', 'Omar Santana Cabrera', 'Juan del Cármen Cámara Mesa', 'Silvano Torrizales', 'Francisco López Manzanara', 'Luca de la Torre', 'Stephen Dooley', 'Grady Diangana', '遠藤 翼', 'Davor Lovren', 'Francesco Di Mariano', 'Everton Ferreira Guimarães', 'Abdullah Al Joui', 'Jorge Díaz Price', 'Ignacio Aliseda', 'Karol Angielski', 'Rene Renner', 'Daniel Molina Orta', 'Bilal Boutobba', 'Mansour Ibrahim Hamzi', 'Joaquín Muñoz Benavides', 'Oğuzhan Aydoğan', '최경록 崔琼罗', 'Denis Genreau', 'Grégoire Lefebvre', 'Juan Carlos Moreno Rojo', 'Othman Boussaid', 'André Anderson Pomilio Lima', '김영신 金永信', 'Andrés Pascual Santonja', 'Jordy Gaspar', '丸岡 満', '이진현 Jin Hyun Lee', 'Callum Roberts', 'Joe Morrell', 'Samuel González Martínez', 'Maurice Litka', 'Pedro Lomba Neto', 'Ben Kennedy', 'David Kopacz', 'Axel Mohamed Bakayoko', 'Julius Kade', 'Tiago Jessé Serra da Silveira', 'Rayan Aït Nouri', '泽田 崇', "Lewis O'Brien", 'Adetayo Edun', 'Sam Francis Schreck', 'Ivan Minchev', 'Carlos Daniel Hidalgo', 'José Andrés Ávila De Santiago', 'Gianluca Gaetano', 'Maximilian Krauß', 'Darío Poveda Romera', 'Luke Gambin', 'Antony Evans', 'Gonzalo Lamardo', "Robbie D'Haese", 'Edwin Cerna', 'Daniel Barlaser', 'Marcelo Ivan Allende Bravo', 'Danny Loader', 'Hamed Al Ghamdi', 'Pablo Enrique Ruíz', 'Valentín Burgoa', 'Jacob Maddox', 'Patrick Sussek', 'Marko Hausjell', 'Noah Fadiga', 'Moustafa Zeidan', 'Moutir Chajia', 'Tre Pemberton', 'Mathieu Choinière', 'Claudio Pombo', 'Víctor Mollejo Carpintero', 'Mohamed Camara', 'Jordan Stevens', 'Yhoan Andzouana', 'Harry Forster', 'Ibrahim Al Talhi', 'Liam Cullen', 'Tashreeq Matthews', 'Aaron Bolger', 'Håkon Evjen', 'James Sands', 'Naoki Tsubaki', 'Jón Dagur Þorsteinsson', 'Jacob Italiano', 'Daniel Kelly', 'Mathieu De Smet', 'Maher Al Mutairi', 'Näis Djouahra', 'José Luis Chávez', 'Mohammed Al Sufyani', 'Michael John Lema', 'Michael Sandoval', 'Giorgi Tsitaishvili', 'Dawid Pakulski', 'Ken Nkuba Tshiend', 'Hayen Santiago Palacios Sánchez', 'Ansou Sow', 'Sergio Gucciardo', 'Bruno Morgado', 'Jonas Meiser', '新井 光', 'Dylan Mbayo', 'Pontus Almqvist', 'Serkan Bakan', 'Nawaf Al Habashi', 'Faraj Al Ghashayan', 'Lucas Ribeiro Costa', 'Laorent Shabani', 'Dean Campbell', 'Azad Toptik', 'Agustín Obando', 'Jaap Fischer', 'Gjelbrim Taipi', 'Harvey St Clair', 'Matías Parada', 'Pedro Campos', 'Maciej Śliwa', 'Rory Holden', 'Maksymilian Banaszewski', 'Riccardo Sottil', 'Harvey Gilmour', 'Alistair Coote', 'Redouan El Hankouri', 'Jacob Brown', 'Osman Yaman', 'John Junior Igbarumah', 'Luis Coordes', 'Brenden Aaronson', 'Rakan Al Shamlan', 'Lagos Kunga', 'Yasin Ben El-Mhanni', 'Daniel Kemp', 'Harry Pritchard', 'Tom Baller', 'Yousef Emghames', 'Joel Soñora', 'Sebastián Córdova', 'Scott High', 'Denis Brizuela', 'Armand Laurienté', '王小乐', 'Lucas Ríos', 'Justin Löwe', 'Dion Pereira', 'Gudmundur Andri Tryggvason', 'Pedro António Pereira Gonçalves', 'Carlo Lattanzio', 'Francisco González Metilli', 'Denilson Villa', 'Benjamin Mines', 'Berkan Taz', 'Agustín Urzi', 'Şahverdi Çetin', '안진범 Jin Beom An', 'Yuta Koike', 'Facundo Castro', 'Lukas Fadinger', 'Matías Rosas', 'Ola Brynhildsen', 'Luca Orellano', 'Alexis Reyes', 'Frank Arhin', 'Juan Cataldi', 'Nabil Alioui', 'Matías Moya', 'Imad El Kabbou', 'Benjamin Goller', '오인표 Inpyo Oh', 'James Tilley', 'Thibaud Verlinden', 'Yahcuroo Roemer', 'Maurice Čović', "Dean O'Halloran", 'Víctor Rodríguez', 'Brandon Miele', 'Sekou Koita', 'Zakaria Grich', 'Benjamín Garré', 'Callum Ainley', 'Marco Drawz', 'Tyron Ivanof', 'Fernando Núñez', 'Martijn Berden', 'Clayton Lewis', 'Jakub Bednarczyk', 'Gerardo Alfredo Bruna Blanco', 'Antonio Nava', 'Dominik Fitz', 'Diego Altamirano', 'Kyle Scott', 'Yuki Soma', 'Kevin Sessa', 'Anthony Gordon', 'Charbel Georges', 'Leandro Barreiro Martins', 'Daniel Mantilla', 'Roberto Francisco Romero Fernández', 'Billy Gilmour', '島屋 八徳', 'Álvaro Barreal', 'Markus Kaasa', 'Petar Petrović', 'Michele Rocca', 'Ilias Chair', 'Víctor Ruiz Abril', 'Yeison Tolosa', 'Mike Feigenspan', 'Manolo Rodas', 'Daniel Sandoval Fernández', 'Alejandro Gutiérrez Mozo', 'Harry Charsley', 'Andrés Felipe  Amaya Rivera', 'Antonio López', 'Kévin Appin', 'Liban Abdulahi', 'Agustín Mansilla', 'Felix Geisler', 'Sebastian Reinhard Klaas', 'Neder Hernández', 'Kevin Velasco', '汪晋贤', 'Emanuel Vignato', 'Ronaldo Prieto', 'Ahmet Hakan Sevinç', 'Furkan Motori', 'Rami Kaib', 'Patrick Pflücke', 'Mohammed Sayed Al Dhaw', 'Virgile Pinson', 'Giovanni Crociata', 'Luca Matarese', 'Eldis Bajrami', 'Martin Pribula', 'Urho Nissilä', '森 島司', 'Christian Huérfano', 'Nicklas Shipnoski', 'Ander Barrenetxea', 'Leon Dajaku', 'Chaouki Ben Saada', 'Deiber Jair Caicedo Mideros', 'Tino Schmidt', 'Tim Dierßen', 'Majeed Ashimeru', 'Julio Villalba', 'Brian Avelino Lozano Aparicio', 'Rafael Euclides Soares Camacho', 'Lisandro Joel Alzugaray', 'Nikola Gjorgjev', '林创益', 'Craig Sibbald', 'Javier Mier Martínez', 'Scott Fraser', 'Juan Carlos Kayser', 'Kilian Ludewig', 'Álvaro Hernáiz Perera', 'Faress Al Aiyaf', 'Tomás Rojas', 'Hasan Bilal', 'Ammar Ahmed', 'David Sauerland', 'Tom Lebeau', 'Florian Chabrolle', 'Arianit Ferati', 'Juan Hernández García', 'Bartłomiej Babiarz', 'Jelle Bataille', 'Hendrick Ekstein', 'Palko Dárdai', 'Yan Dhanda', 'Joan Monterde Raygal', 'Jonas Hofmann', 'Cristian Sleiker Cásseres Yepes', 'Marco Collao', 'Steeve Furtado', 'Ruan Ribeiro Teles', '石毛 秀樹', 'Oliver Batista Meier', 'Görkem Sağlam', 'İlker Sayan', 'Kenny Rocha Santos', 'Mounir Chouiar', 'Eddy Sylvestre', 'Luca Marseiler', 'Víctor Fernández Satué', 'Ballou Tabla', 'Robin Hack', 'Ben Whitfield', 'Handwalla Bwana', 'Mile Savković', 'Harry Cochrane', '翁長 聖', 'Adrien Bongiovanni', 'Roberto López Alcaide', 'Kamil Wojtkowski', 'Dorian Bertrand', 'Julius Ertlthaler', 'Mégan Laurent', 'Keith Ward', '卢琳', 'Barry McNamee', 'Valery Fernández Estrada', 'Micael Filipe Correia Borges', 'Francisco José García Torres', 'Cristian Marcelo Álvarez', 'Ibrahim Blati Touré', 'Imad Faraj', 'Ben Stevenson', 'Enzo Loiodice', 'Sebastián Saucedo Mondragón', 'David Josué Colmán Escobar', 'Benito Ramírez del Toro', 'Gaetano Castrovilli', 'Ismael Cerro Sánchez', 'Kyle Edwards', 'Mariano Vázquez', 'Mirko Antonucci', 'Alessandro Ciranni', 'Patrick Sontheimer', 'Francisco Santos Júnior', 'Álvaro Aguado Méndez', 'Richard Prieto', 'Martin Košťál', 'Thiago Almada', 'Daniele Gabriele', 'Amine Benchaib', 'Nicolás Mezquida', '久保 建英', 'Juan Andrés Sambenito', '泉泽 仁', 'Finn-Dominik Porath', 'Anas Ouahim', 'Gustavo Alejandro Villarruel', 'Tesfaldet Tekie', 'Kabelo Mahlasela', 'Domingos Quina', '金敬道', 'Héctor Hernández Marrero', 'Matías Pellegrini', 'Valentin Jacob', 'Matej Pučko', 'Marcus Edwards', 'Francisco José Rodríguez Gaitán', 'Jorge Samuel  Figueiredo Fernandes', 'Gaspar Panadero Zamora', 'José Carlos Lazo Romero', 'Ruben Herráiz Alcaraz', 'Javier Fernández Abruñedo', 'Todd Cantwell', 'Jake Hesketh', 'Bryan Andrés Carvallo Utreras', 'Angel Gomes', 'Federico Palacios Martínez', 'Luca Clemenza', 'Fábio Samuel Amorim Silva', 'Simone Edera', 'Barış Atik', 'Rodrigo López Alvarez', 'Emerson Hyndman', 'Karim Koceila Yanis Ziani', 'Gianluca Gaudino', 'Kwang Song Han', 'Diego de Lima Barcelos', 'Antonio Marchesano', 'Liam Kelly', 'Mattia Zaccagni', 'Iñigo Vicente Elorduy', 'Zach Clough', 'Davide Maurício Eustáquio Silva', 'Rúben Alexandre Gomes Oliveira', 'Kevin Salazar', 'Antonio Jesús Cotán Pérez', 'Axel Ngando', 'Fernando Emanuel Dening', 'Francisco José Villalba Rodrigo', 'Besar Halimi', 'Ilzat Akhmetov', 'Alfredo Ábalos', 'Dennis Geiger', 'José Mauri']
Node (4, 1): ['Hamza Mendyl', 'Denis Odoi', 'Jannes-Kilian Horn', '邹正', 'Max Lowe', 'Ivan Bandalovski', 'Lautaro Dante Geminiani', 'Pablo Ignacio Becker', 'Djavan  Anderson', 'Joe Riley', 'Julien Serrano', 'Junio Ricardo da Rocha', 'Benjaloud Youssouf', 'Jonathan Clauss', '박원재 朴原载', 'Viðar Ari Jónsson', 'Vladimir Loroña', 'Diawandou Diagné', 'Marcus Godinho', 'Mattia Trianni', 'Abdulwahab Jafar', 'Christopher Operi', 'Daam Foulon', 'Trevor David', 'Jamie Brandon', 'Tyler Denton', 'Michael Lercher', 'Trevor Clarke', 'Diego Cruz', 'James Gibbons', 'Keanan Bennetts', '三丸 拡', 'Mohammed Al Subaie', 'Kevin Lynch', 'Alexander Baun', 'Adam Livingstone', '上原 力也', '杨帆', 'Ryan Broom', 'Mads Roerslev Rasmussen', 'Mohammed Rayman', 'Michael Kelly', 'Caniggia Elva', 'Clément Bayiha', 'Arne Sicker', 'Rikuto Hirose', 'Matt Real', 'Georgios Giannoutsos', '饭田 貴敬', 'Chris Odoi-Atsem', 'Michael Kessel', 'Tennai Watson', 'Ibrahim Fahad Al Shuayl', 'Marc Bola', 'Ki-Jana Hoever', 'Jean Jacques Idrissa Ndecky', 'Shane Griffin', 'Jordan Lotomba', 'Mohammed Kudus', 'Luke Bolton', 'Mohammed Al Baqawi', 'Sam Hart', 'Slimène Kchok', 'Callum Brittain', 'Antonino Gallo', '黄政宇', 'Simone Giuliano', 'Faridi Mussa', 'Henri Toivomäki', 'Remeao Hutton', 'Andreas Poulsen', 'Alberto Boniotti', 'Francisco Javier Sepulveda Riveros', 'Alessandro Semprini', 'Ian Eduardo Escobar Ibáñez', 'Kerim Memija', 'Ibrahim Al Zubaidi', 'Happy Mashiane', 'Robert Herrmann', 'Jordan Teze', 'Callum McFadzean', 'Bayron Saavedra', 'Olamide Shodipo', 'Rogelio Alfredo Chávez Martínez', 'Felix Crisanto', 'George Cooper', 'Yoël Armougom', 'Cohen Bramall', '정동호 丁东浩', 'Luis Ernesto Olascoaga Reyes', '우찬양 禹赞梁', 'Dario Melnjak', 'Leonard Zuta', 'Kevin Lankford', 'Gregg Wylde', 'Ibrahima Savane', 'Desevio Payne', 'Umut Meras', 'Jules Reimerink', 'Onur Atasayar', 'Alberto Rizzo', 'André Martins de Sousa', 'Manuel Haas', '박대한 朴大韩', 'Moises Hernandez', 'Fábio Darío Rodríguez Mejía', 'Josh Dacres-Cogley', 'Mokhtar Belkhiter', 'Souleymane Karamoko', 'Colin Dagba', 'Mateus dos Santos Castro', 'Niko Kijewski', 'Felipe Ávila', 'Luca Pellegrini', 'Khalid Ahmed Al Ghamdi', 'Mitchell Bakker', 'Darko Todorović', 'Gabriele Rolando', 'Yoann Etienne', 'Karim Hafez  Ramadan', 'Juan Carlos Espinoza Reyes', 'Andoni López Saratxo', 'Berkan Emir', '傅欢', 'Lewis Page', 'Diego Palacios', 'Benjamin Garuccio', 'Lorenzo Burnet', '佐々木 翔', 'Rui Pedro Oliveira da Silva', 'Owen Wijndal', 'Paolo Ghiglione', 'Ezequiel Augusto Bonifacio', 'Joan Sastre Vanrell', 'Jannik Dehm', 'Koray Altınay', 'Reeve Frosler', 'Jay Dasilva', 'Fernando Lewis', 'Marnon Busch', 'Boban Jović', 'Rico Henry', 'Moussa Wagué', 'Abdallah Ndour', 'Gustavo Cascardo de Assis', 'Daniel Pinillos González', 'Mohammed Mounir Abdussalam']
Node (3, 4): ['Mohamed  Hamdy Sharaf', 'Miguel Araujo', 'Thiago Martins Bueno', 'Alexis Niz', 'Eloge Koffi Yao Guy', 'Mateus Bernardo Couteira Machado', 'Gianluca Ferrari', 'Francisco Montero Rubio', '김원균 金源军', 'Siebe Horemans', 'Jake McGing', 'Ivan Näsberg', 'Christopher Mamengi', 'Francisco Báez', 'Daniel Duarte Romero', 'Sergio Barreto', '张瑀', 'Abdurrahim Dursun', 'Germán Guiffrey', 'Jonathan Dinzeyi', 'Conor McCarthy', '唐佳庶', 'Mairon Quiñones', 'Thomas Basila', 'Stefan Perić', 'Alessandro Buongiorno', '이지훈 李智训', 'Jesús Steven Murillo León', 'Abdullah Al Harbi', '岡崎 慎', 'Jong Gyu Yeun', 'Miguel Tapias', 'Niall Keown', 'Valentin Wojtkowiak', 'Selim Bengriba', 'Johan Falkmar', 'Jared Hodgkiss', '이태희 李泰希', 'Ryan Lowry', 'John Mahon', 'Julian Rieckmann', '张华晨', 'Subhasish Bose', '髙橋 壮也', 'Wilfried Ebane Abessolo', 'Tylor Golden', 'Jeison Estiven Quiñónes Botina', 'Kennet Lara', 'Fabián Mosquera', 'Khamis Digol', 'Abdulrahman Khalid Al Rio', 'Hugh Douglas', 'Djed Spence', 'Benjamín Rivera', 'Abdoulkader Thiam', 'Jacob Bedeau', 'Pierce Bird', '茂木 力也', 'Ciaran Kelly', 'Dylan Hayes', 'Sam Junqua', 'Kieron Dawes', 'Brad Lyons', 'Miles Welch-Hayes', 'Leon Davies', 'Harry Pickering', 'Nathanaël Bai', 'Daniel Ojo', 'Flavius Botiseriu', 'Samuel Svenlén', 'Kalle Björklund', 'Jhan Mora', 'Juan Zapata', 'Anas Zabani', 'Daniel Łuczak', 'Ole Breistøl', '松本 昌也', 'Donovan Makoma', 'Sylwester Lusiusz', 'Callum Moore', 'Alistair McCann', '陈哲超', 'Gustav Severinsen', 'Hiroya Matsumoto', 'Hee Woong Jeong', '阿不都海米提·阿不都格尼', 'Carlos Matías Pavez Espinoza', 'Thomas Gundelund', 'Sam  Squire', '张宇峰', 'Oliver Antman', 'Mads Frøkjær-Jensen', 'Ciaron Harkin', 'Hassani Dotson', 'Hui Zhang', 'David Norman Jr.', 'Anes Osmanoski', 'Arthur Iontton', 'Benjamin Arapovic', 'Lloyd Humphries', 'Marko Alvir', 'Ben Hedley', 'Christian Cappis', 'Andrés Perea', 'James Kellermann', 'Riccardo Grym', 'Esteban Petignat', 'Andrew Eleftheriou', 'Joshua Steiger', '张元', 'Julián Millán', 'Matty Wolfe', 'Frederik Mortensen', 'Jhan Carlos Cuero Solis', 'Daniel Mikołajewski', 'Fabian Tauchhammer', '新里 涼', 'Olivér Schindler', 'Tim Möller', 'Ross Cunningham', 'Daniel Mandroiu', 'Greg Sloggett', 'David Sesay', 'Edwin Cerrillo', '孙伟哲', 'Alfons Sampsted', 'Víctor Andrés Moreno Córdoba', 'Ali Al Hassan', '이동희 Dong Hee Lee', 'Kornel Kordas', 'Sheriff Sinyan', 'Tang Chen', 'Serigne Fallou Niang', 'Cameron Coxe', 'Cameron Devlin', 'Cameron John', 'Max Sheaf', 'Abdullah Al Yousif', 'Mohammad Al Sharimi', '米田 隼也', 'Emil Kalsaas', 'Hamdan Al Ruwaili', 'Tomás Clavijo', 'Shane Blaney', 'Sam McCallum', 'Mathias Lopez', 'Luis Sanchez', 'Mateo Giraldo', 'Ciaron Brown', 'Nemanja Celic', 'Robin Marc Huser', 'Emil Varhaugvik Breivik', 'Hakeem Odoffin', 'Sebastian Avanzini', 'Johann Berger', 'Adam Groundstroem', 'Jordan Simpson', 'Johan Brannefalk', 'Jakob Tromsdal', 'Ryan Sears', 'Jakub Łabojko', '孙亚', 'Nicholas Marfelt', '董岩锋', 'Liam Gibson', 'Adam Ben Lamin', 'Jamie Stott', 'Víctor Gómez Perea', 'Mathias Ross Jensen', 'Christopher McVey', 'Albie Morgan', '李海龙', 'Abdulaziz Al Enazi', 'Zachary Mills', 'Salem Ali Yahya', 'Alem  Koljic', 'Patrick Ferreira Souza', '周其明', '原 輝綺', '刘浩', 'Luke Conlan', 'Sulayman Bojang', '王献钧', 'Sean Mackie', '龙威', 'Jordon Thompson', 'Facundo Rizzi', 'Issa Samba', 'Calum Waters', 'Nicholas Mickelson', 'Canice Carroll', 'Akeem Hinds', 'Pape Gueye', 'Mahame Siby', 'Brayan Damián Lucumí Lucumí', 'Léo Seydoux', 'Jaman Abdullah Al Dossary', 'Abdou Diakhate', 'Sam Long', 'Breiner Paz', 'Callum Crane', 'Nathan Rodes', 'Mukhair Al Rashidi', 'Abdullah Nasser Al Subaie', 'Irfan Jašarević', 'Arnau Mañé Gabarró', 'Marco Weymans', 'Omar Mireles', 'Osman Kakay', 'Leon Bürger', 'Oscar Krusnell', 'Alex Enrique Rambal Ramírez', 'Josh Grant', 'Santiago Jiménez', 'Willem Tomlinson', 'Moussa Soumaré', 'Rowllin Borges', 'Lukas Malicsek', '이현식 Hyun Sik Lee', 'Axel Björnström', 'Harvey Rodgers', 'Euclides Da Silva Cabral', 'Hugo Arellano', 'Michael Nottingham', 'Federico Marín', 'Cristopher Ross', 'Mickaël Panos', 'Carlo Sickinger', '임은수 Eun Soo Lim', 'Johan Stenmark', 'Julian Hodek', '李光', 'Abdulaziz Majrashi', 'Salem Al Hamdan', 'Guillaume Buon', '纲田 樹', 'Robbie McKenzie', 'Tareq Abdullah', 'Elhadj Dabo', 'Davide Itter', 'Will Wood', 'Arial Mendy', 'Erlend Sivertsen', 'Evren Korkmaz', 'Sebastian Milewski', 'Edgar Joel Elizalde Ferreira', 'Ayoub Abdellaoui', 'Milos Spasic', '储今朝', 'Robin Polley', 'Jaden Brown', 'Aaron McGowan', 'Joshua Debayo', 'Joel Latibeaudiere', 'Pablo Arboine', 'Jonathan Garay', 'Laurentiu Corbu', '김경재 金径栽', 'Henrik Castegren', 'Martin Falkeborn', 'Mads Bech Sørensen', 'Cristian Osvaldo González Bautista', 'Sincere Seth', 'Iván Rojas', 'Donald Love', 'Perry Ng', 'Gil Van Moerzeke', 'Juan Pablo Segovia', 'Nicolás Hernández', '张萌祺', 'Strahinja Tanasijevic', 'Johnny Koutroumbis', 'Paweł Kucharczyk', 'Dominik Plechatý', 'Julio Alonso', 'Narayan Das', 'Andrés Felipe Balanta Cifuentes', 'Konstantinos Balogiannis', 'Emanuel Aiwu', 'Mauro Maidana', 'Timothy Eyoma', 'Panzu Ernesto', 'Juan Antonio Díaz Sanchez', 'Brian Koglin', 'Maxime Busi', 'Ismaël Aaneba', 'Hugo Guillamón Sammartín', 'Lukas Gerlspeck', 'Bafodé Diakité', 'Fidan Aliti', 'Necirwan Khalil Mohammad', 'Matty Foulds', 'Jaime Ayala Jain', 'Matías Germán Nani', 'Cameron Humphreys-Grant', '初瀬 亮', 'Franco Russo', 'Juan Mosquera', 'Alberto Rodríguez Baró', 'Gonzalo Asís', 'Arno Monsecour', 'Hüseyin Türkmen', '闵俊麟', 'Filip Kusić', 'Igor Đurić', 'Jose Antonio Martinez Álvarez', 'Ismael Quílez', 'Dylan Fox', 'Enrique Clemente Maza', 'Nathan McGinley', 'José Castaño Muñoz', 'Jasper van der Werff', 'Daniel Zamora', 'Carlos Moros Gracia', 'Piotr Malarczyk', 'Andrea Accardi', 'Andrea Ingegneri', 'Marshall Nyasha Munetsi', 'Juan Fernández Blanco', 'Akira Ibayashi', 'Ro-Shaun Williams', 'Cristián Manuel Rojas Sanhueza', 'Pietro Ceccaroni', 'Camilo Javier Mancilla Valencia', 'Juan Berrocal González', 'Andrea Cistana', 'Jorge Cuenca Barreno', 'Pablo Jaquez', 'Benjamin Delacourt', 'Luca Ravanelli', 'Maximilian Hofmann', 'Julio González', 'Erik Palmer-Brown', 'Nicholas Opoku', 'Naoaki Aoyama', 'Jonas Bager', 'Daniel Cardoso', 'Felipe  Patavino Saad', 'Gustavo Velázquez', 'Davide Adorni']
Node (0, 1): ['Ricard Puig Martí', 'Joe Abrigo', 'Eduardo Sosa', 'Laurent Dos Santos', 'Tiago Augusto Oliveira Castro', 'Jayden Bogle', 'Muhayer Oktay', 'José Antonio González Estrada', 'Dániel Gazdag', 'Mairdel Kaíque Sampaio Muttinho', 'Julius Eskesen', 'Alexandr Lomovitskiy', 'Sławomir Peszko', 'Cristian Ferreira', 'Juan Camilo Salazar Hinestrosa', 'Kévin Soni', 'Panagiotis Armenakas', 'Harry Bunn', 'Fabiem Kel Jardim Ramos', 'Liam Walsh', 'Agustín Verdugo', 'Maxime Etuin', 'Marc Aguado Pallarés', 'Will Miller', 'Pedro Henrique Rocha Pelágio', 'Davide Mazzocco', 'Bozhidar Kraev', 'Anthony Fontana', 'Cristian Arano', 'Alejandro Blanco Sánchez', '福満 隆貴', 'Óscar Uriel Macías Mora', 'Curtis Jones', 'Amadou Ciss', 'Abdoulaye Sissako', 'Adam Ryczkowski', 'Kevin Partida', 'Ángel López Pérez', 'Ahmed Al Fiqi', 'Valentino Müller', 'Julien Ponceau', 'Morten Knudsen', 'Christopher Brandeborn', 'Manuel Castro', 'Robert Mudražija', 'Kamer Krasniqi', 'Elliott Durrell', 'Diego Becker', 'Torbjørn Kallevåg', 'Alexis Rodríguez', 'Sam Matthews', '西 翼', '陈中流', 'Daniel Adshead', 'Adrián Tellado', 'Maarten Rieder', 'Fabien Ourega', 'Agostino Rizzo', 'Tomas Ostrak', 'Jake Brimmer', 'Nikolaj Kirk', 'Josh Rees', 'Johan Hove', 'Hampus Finndell', '石川 启人', 'Mateusz Sopoćko', 'Hasan Huseyin Duman', 'Toby Edser', 'Jonathan Lindseth', 'Javier López Vegara', 'Archie Collins', 'José Antonio Cobián', 'David Reyes Segura', 'Keelan Lebon', 'Joe Sbarra', 'Jonathan Lunney', 'Mark Brink', 'Omir Fernandez', 'Antoine Baroan', 'Jakub Serafin', '이정빈 李俊斌', 'Mauro Burruchaga', 'Jean Marco Toualy', '张力', 'Niklas Sandberg', 'Josh Benson', 'Agustín Casco', 'Torben Müsel', 'Aaron Morley', 'Thibault Corbaz', 'Furkan Şimşek', 'Gökalp Kılıç', 'Nya Kirby', 'Simone  Santoro', 'Ezequiel Bullaude', 'Jacob Christensen', 'Jaime Garijo', 'Timothy Tillman', 'Zachary Elbouzedi', 'Moritz Heinrich', 'Xavier Fabra Amorés', 'Warren Tchimbembé', '张修维', 'Valentin Henry', 'Braian Alejandro Galván', 'Siad Haji', 'Mohamed Al Otaibi', 'Robin  Lauwers', 'Imran Louza', 'Mattia Viviani', 'Nicolás Capaldo', '林良铭', 'Jonathan Vergara Berrio', '유승민 俞圣民', 'José Guadalupe Hernández', 'Aaron Opoku', 'Jordan Allen', 'Iker Goujón Pozuelo', 'Adrià Arjona Marín', 'Sylvanus Nimely', 'Alex Pattison', 'Iván Martín Núñez', 'Bilal Chibani', 'Zachary Dearnley', 'Manprit Sarkaria', 'Aron Dønnum', 'Alessio Riccardi', 'Dominic Thomas', 'Mohammed Mohsen Harzan', 'Giuseppe Sicurella', 'Shane McLoughlin', 'Patrick Berg', 'Maurício Cortés', 'Tom Field', 'Denzel Jubitana', '中坂 勇哉', "Jordan O'Doherty", 'Jordy Wehrmann', 'Francis Dady Ngoy', 'Johan Branger-Engone', 'James Weir', '전현철 Hyeon Chul Jeon', 'Antonio Moya Vega', 'Jeremy Broh Tonye', 'Joel Gerezgiher', 'José Luis Sinisterra', 'Rayco Rodríguez Medina', 'Valentín Mariano José Castellanos Giménez', 'Amara Condé', '남승우 Seung Woo Nam', 'Rafael Gimenes da Silva', 'Mehmet Sak', '山口 一真', 'Azzeddine Toufiqui', 'Jon Bakero', 'Felix Nmecha', 'Pyry Soiri', '조재철 宰宰哲', 'Marcus Maier', 'Justin Möbius', 'Christopher Maboulou', 'Paxton Pomykal', 'Enrico Baldini', 'Junes Barny', 'Isaac Twum', 'Mario González Gutiérrez', 'Fernando Delgado Guerrero', 'Lasse Sörensen', 'Lukas Lämmel', 'Mohammed Ihattaren', "Maxime D'Arpino", 'Ibrahim Chenihi', 'Elias Abouchabaka', 'Albert Miravent Sans', 'Mike Steven Bähre', 'Claudio Zamudio', 'Ibrahima Diallo', 'Eric Calvillo', 'Jonathan Lewis', 'Jeison Medina Escobar', 'Jamie Jacobs', '三田 啓貴', 'Beni Badibanga', '同乐', 'Mees Hoedemakers', '河井 陽介', 'Jean-Ricner Bellegarde', 'Jacori Hayes', 'Jordan Sierra', 'José Pascual Alba Seva', 'Okan Kurt', 'Roberto González Bayón', 'Ricardo Jorge Silva Rodrigues', 'Loïc Lapoussin', 'Jaime Sierra Mateos', 'Arbnor Muçolli', 'Ali Al Nemer', 'Andrew Carleton', 'Áron Dobos', 'Ederson Moreno', 'Diego Bejarano Ibañez', 'Maxence Caqueret', 'Luis Fernando Mosquera Alomía', 'Sebastián Méndez', 'Henrique Alex Jardinel Zonta', 'Manor Solomon', 'Víctor Pastrana Carrasco', 'Frank Olijve', 'Marko Janković', 'Jordi Quintillà Guasch', 'Orkun Kökçü', 'Emanuel Biancucchi', 'Xola Mlambo', 'Vedat Bora', 'Dante Rigo', 'Alexander Kačaniklić', 'Fernando Godoy', 'Santiago Colombatto', 'Máté Pátkai']
Node (4, 2): ['Florent Balmont', 'Carlos Felipe Ignacio Espinosa Contreras', '杜震宇', 'Alan Cervantes', 'Festus Baise', 'Luca Gelzleichter', 'Cameron Royo', 'Alberto Ocejo', '小野 伸二', 'Daniel Guadalupe López Valdez', 'José De Jesús Padilla Ángeles', 'Roberto Ismael Meraz Bernal', 'Michael Tonge', 'Łukasz Garguła', '朱挺', '吴庆', '藤本 淳吾', 'Amaury Armindo Bischoff', 'Mohammad Bander Al Shalhoub', 'John Goossens', 'Benjamin Nivet', 'Jaroslav Plašil', '郑智', 'Peter Crouch']
Node (3, 6): ['Robin Krauße', 'Stefano Sabelli', 'Jarosław Kubicki', 'Andrew Hughes', 'Yacouba Coulibaly', 'Philipp Riese', '秦升', 'Ogou Edmond Akichi', 'Claudio Elías Sepúlveda Castro', 'Umaru Bangura', 'Markus Ballmert', 'Robin Scheu', 'Kebba Ceesay', 'Christian Klem', 'Hamdi Dahmani', 'Nicky Devlin', 'Johan Mårtensson', '艾迪·弗朗西斯', 'Dominik Pelivan', 'Kevin-Okyere Weidlich', 'Yannick Thermann', "Sessi D'Almeida", 'Paul Digby', '秋野 央樹', 'Philip Hellquist', 'Moses Makasi', '孙世林', 'Vegard  Leikvoll Moberg', '李晓明', 'Will Atkinson', 'Henry Wingo', 'Tom Taiwo', '和泉 竜司', 'Diego Fernández', 'Ben Chapman', '曹永竞', '荒木 大吾', 'Matthew Millar', 'Emmanuel Osadebe', 'Juan Silva', 'August Erlingmark', 'Regan Charles-Cook', 'Stuart Sinclair', '이은범 李根范', 'Johannes Dörfler', 'Jonas Thorsen', 'Nigel Atangana', 'Lee Collins', 'Khaled Al Barakah', 'Andrew Mangan', 'Marius Willsch', 'Samúel Kári Friðjónsson', 'Ian Bermingham', 'Jeremias Lorch', 'Mats Solheim', 'Paterson Chato', 'Danny Grainger', 'Connor Krempicki', 'Daniel Bohl', 'Mats Haakenstad', 'Mark Byrne', '小林 祐希', 'Wesam Saleh Suwayyid', 'Min Gwang Jeon', 'Oliver Turton', 'Mike Gomes', 'Mickaël Diakota', 'Nouh Al Mousa', 'Liam Kinsella', 'Markus Schwabl', 'Andy Rose', 'Mohammed Al Fehaid', 'Manuel Thurnwald', 'Sebastian Schiek', 'Sebastian Bösel', 'Ousmane Fane', 'Michael Schimpelsberger', 'Michael Vitzthum', 'Moses Opondo', 'Albert Vallci', "Luke O'Nien", 'Nicky Law', 'Anthony Barylla', 'Alexandru Cicâldău', 'Alex James Dyer', 'Jonny Ferney Mosquera Mena', 'Rhys Bennett', 'Jørgen Skjelvik', 'Moses Odjer', 'Chris Gunter', 'Matteo Rubin', 'Tom Lapslie', 'Stefan Wannenwetsch', 'Onur Bulut', 'Patrick Funk', 'Adrián Arregui', 'Matty Blair', 'Kane Vincent-Young', 'Jonathan Alexis Sandoval Rojas', 'David Morillas Jiménez', 'Derik Osede Prieto', 'Juan Pablo Miño', 'Emil Salomonsson', 'Tim Breukers', 'Robert Lundström', '顾操', 'Julián Rodrigo Fernández', 'Allan Campbell', 'Siyanda Xulu', 'Paulo Cézar Magalhaes Lobos', 'Antonio José Raillo Arenas', 'Jesús David Murillo Largacha', 'Carlos Muñoz', 'Manuel Prietl', 'Pol Llonch Puyaltó', 'Guðlaugur Victor Pálsson', 'Oscar Lewicki', 'Dennis Appiah', 'Jony Allison Reitosa Ribeiro', 'Amir Abrashi', 'Jonathan Sebastián Galván', '昌子 源']
Node (7, 9): ['Alejandro Díez Salomón', 'Sadegh Moharrami', 'Oscar Ribera', 'João Lamine Jaquité', 'Nico Neidhart', 'Amir Absalem', 'Nikolay Rasskazov', 'Eyob Zambataro', '서영재 徐永在', 'Andrea Arrigoni', 'Jorge Luis Corrales Cordero', 'Carlos Añez', 'Iván Martos Campillo', 'Nahuel Raúl Menéndez', 'Salvador Cordero', 'Jorge Mier Martínez', 'Carlos Parra Arauzo', 'Philimon Tawiah', '安在 和樹', 'Gustavo Abregú', 'Noah Katterbach', 'Camilo Andres Moya Carreno', 'Lewis Gordon', 'Juan Córdova', 'Jürgen Heil', 'Alfons Amade', 'Justinas Marazas', 'Valentin Gendrey', 'Ismaël Chester Diallo', 'Chima Okoroji', 'Tomás Maya Giraldo', 'Albin Nilsson', 'Marcelo Weigandt', 'Jack Doyle', 'George Dowling', 'Nayef  Mohammad Kariri', 'Harry Donovan', 'Aaron Eichhorn', 'Luca Connell', 'Dawid Błanik', 'Ruan Gregório Teixeira', 'Tim Kircher', 'Dawid Ryndak', 'Gang Feng', '山田 康太', 'Ismael Cheick Coulibaly', 'Olle Lindqvist', 'Takumi Nakamura', 'Oliver Kåhed', 'Dexter Walters', '陈伟铭', 'Halldor Stenevik', 'Dren Feka', 'Jonas Brändle', '大本 祐槻', 'Martin Frese', 'Aaron Comrie', 'Felix Örn Fridriksson', 'Claudio Zamorano', 'Deshane Dalling', 'Toby Stevenson', 'Elvis Otim', 'Carlos Ruiz', 'Tomás Federico', '麦嘉键', 'Callan Elliot', '川井 歩', 'Radhi Al Otaibi', 'Benjamín Berríos', 'Samuel Vines', 'Andre Reynolds  II', 'Katsuya Iwatake', 'Redha Fresneau', 'Mathieu Cordier', 'Onur Ünlüçifçi', 'David Kasumu', "Connor O'Toole", 'Kenta Ito', 'Hussain Salem', 'Saud Abdulhamid', 'Franco Malagueño', 'Eugeneson Lyngdoh', 'Yves Simon Pambou Loembet', 'Adnan Emir Koldere', 'Christian Dahle Borchgrevink', 'Omar Al Owdah', 'Tobias Damsgaard', 'Michael Klass', 'Georgios Siadas', 'Javier Aparicio Gómez', 'Lucas Ribeiro Fonseca', 'Oskar Buur Rasmussen', '金子 大毅', 'Darragh Leahy', 'Leif Davis', 'Hayden Coulson', 'Sascha Härtel', 'Brandon Fleming', 'Ethan Erhahon', 'Gavin Kilkenny', 'Brandon Kavanagh', 'Niclas Fiedler', 'Vashon Neufville', 'Simon Pirkl', 'Érico Henrique Esteves De Sousa', 'Tyrell Robinson', 'Yazeed Al Bakr', 'Abdoul Karim Conté', 'Osciel De La Cruz', 'Steven Sessegnon', 'Pierre Magnon', 'Ali Koiki', 'Jesús David Rivas', 'Tapmahoe Sopacua', 'Joe Powell', 'Kenta Nishizawa', 'Tobias Knost', 'Dominik Franke', 'Fernando Peixoto Costanza', 'Cory Galvin', 'Joe Muscatt', 'Logan Ndenbe', 'Romain Sans', 'Matías Ruiz Díaz', 'Ricardo Israel Peña Franco', 'Facundo Mura', 'Emmanuel Sonupé', 'Omar Bertel', 'Chris Kablan', 'Steve Seddon', 'Brett Levis', 'Giuseppe Scalera', 'Akeem Ward', 'Denver Hume', 'Simon Asta', '박창준 Chang Jun Park', 'Percy Prado Ruiz', '刘欢', 'Luca Ranieri', 'Namakoro Diallo', 'Braian Gabriel Álvarez', 'Alessandro Tripaldelli', 'Mohamed Youssouf', 'Daniel Kerschbaumer', 'Diego Rosales', 'Mitchell Clark', 'Adrian Purzycki', 'Dennis Lippert', 'Kevin Gutiérrez', 'Joe Kato Caletti', 'Éric Curbelo de la Fe', 'Siphosakhe Ntiya-Ntiya', 'Jan Niklas Beste', 'Javier María Vázquez López', 'Alberto Redondo Guijarro', 'Gianni Rodríguez', 'Alex Silva', 'Florian Kohls', 'Ulises Torres', 'Antonio Porcino', 'Carlos Neva Tey', 'Christopher Rocchia', 'Stef Gronsveld', '김동민 金东明', 'Thallyson Augusto Tavares Dias', 'Fodé Camara', 'Leandro Sapetti', 'Alejandro Menéndez Díez', 'Roni Peiponen', 'Paseka Mako', 'Erwin Saavedra', '金泰延', 'Adrià Guerrero Aguilar', 'Aleksander Foosnæs', 'Moisés Delgado López', 'Keanu Baccus', 'Leonel Ferroni', 'Patricio Andrés Jerez Díaz', 'Maximiliano Ramón Martínez', 'Elías Pereyra', 'Leonel Justiniano', 'Mthokozisi Dube', 'Quentin Lecoeuche', 'Oniel Fisher', 'Jordy Tutuarima', 'Innocent Maela', 'Vladimir Ranković', 'Christian Almeida', 'Orest Lebedenko', 'Juan Miranda González', 'Tommaso Augello', 'Adam Lundqvist', '滕春 广輝', 'Mariano Bíttolo', 'Connor Lade', 'Jérémy Cordoval', 'Lorenzo Venuti']
Node (2, 4): ['Frederico Tomás Mutto Heck', 'Bruno Pittón', 'Nicola Madonna', 'Yerson Flavio Opazo Riquelme', 'Tom Pearce', 'Lewis Alexander Ochoa Cassiani', 'Alejandro Mayorga', 'Harold Andrés Gómez Muñoz', 'Daniel Granli', 'Daniel Reina Ávila', '馬渡 和彰', 'Paul Anderson', "Kevin O'Connor", 'Johannes Bühler', 'Tobias Kainz', '白磊', 'Diego Varela Pampín', 'Collin Martin', '聊博超', 'Ryan Strain', '김준엽 Jun Yub Kim', 'Christian Ilic', 'Justin Gulley', 'Joel Qwiberg', 'Abdulmalek Al Shammary', 'Silvan Sidler', 'Alpha Sissoko', '刘洋', 'Fredrik André Bjørkan', 'Georgie Poynton', 'Karol Danielak', '阿布都外力·阿布来提', 'Tony Gallacher', 'Ryan Gondoh', 'Kieran Wallace', 'José Carlos Muñoz Mejía', 'Jonathan Herrera', 'Maximilian Schlegel', 'Yeison Andrés Zabaleta Orozco', 'Garry Comerford', 'Erlend Tolnes Sørhøy', 'Salem Al Najrani', 'Ola Solbakken', 'Robbert de Vos', 'Rory Feely', '彭睿', 'Germanpreet Singh', 'Sam Warde', 'Joey Breitfeld', 'Michael Barker', 'Ahmed Bonnah', 'Eoin Wearen', 'Fabián Ignacio Espinoza Valenzuela', '杨万顺', 'Will Collar', 'Mikkel Wohlgemuth', 'Kolbeinn Finnsson', 'Ryan Lloyd', 'Arent Emil Hauge', 'Amer Ordagić', 'Nicolás Andrés Giraldo Urueta', 'George Marsh', 'Ryan Cooney', 'Petar Gluhakovic', 'Charlie Kirk', 'Aaron Barnes', 'Ronan Coughlan', 'Ahmed Ba Masoud', 'Tomasz Nawotka', 'Mikkel Mejlstrup Pedersen', 'Keith Buckley', 'Phil Edwards', 'James Doona', 'Khanya Leshabela', '杜文洋', 'Dusan Jajic', 'Pietro Di Nardo', 'Alexander Riemann', 'Wai-Tsun Dai', 'Billy Dennehy', '秋山 陽介', "Daire O'Connor", 'Albert-Nicolas Lottin', 'Anthony Hartigan', 'Robbie Gotts', 'Carter Manley', 'Callum Wright', 'José Enrique Caraballo Rosal', '齐天羽', 'Uğur Tezel', '박용지 朴永智', 'Vladislav Sirotov', 'Fabian Graudenz', '杨家威', 'Carlos Riascos', 'Johnny Hunt', 'Kiernan Dewsbury-Hall', 'Juan David Díaz', 'Hallam Hope', 'Francisco Leonardo', '中村 北斗', 'Tomasz Mokwa', 'Jordan Shipley', 'Jordan Cook', 'Iván Navarro Mateos', '刘卫东', 'Francisco José Sánchez Rodríguez', 'Christian Köppel', '陈彬彬', '윤주태 尹柱泰', 'Nasser Al Dawsari', 'Luke Hemmerich', 'Anthony Caceres', 'Jamal Julian Campbell-Ryce', 'Mathieu Goncalves', 'Javier Rubio Haro', 'Burak Kapacak', 'Sam Barratt', 'Florian Hart', 'Patrick Kristensen', 'Israel Alba Marín', 'Artur Pikk', 'Diego Soto', 'Ángelo Gabrielli', 'James Garner', '镰田 翔雅', 'Alan Sheehan', 'Xavier Quintillá Guasch', 'Victor Pagliari Giro', 'Ludovic Soares', 'Conor McCormack', 'Mouhamadou Dabo', '糜昊伦', 'George Francomb', '宋博轩', 'Martin Olof Lorentzson', 'José Manuel Rodríguez Morgade', 'Vitaliy Mykolenko', 'Daniel Christensen', 'Raphael Framberger', 'Daniel Clayton Branco Julião', 'Anselmo Túlio Meirás Abrão']
Node (5, 3): ['Lluis López Marmol', 'Dmitriy Barinov', 'Felix Götze', 'Ethan Ampadu', 'Idriz Voca', 'Marian Sarr', 'Atakan Karazor', 'Lucas Schoofs', 'Jens Odgaard', 'Morten Hjulmand', 'Juan Bautista Cejas', 'Raúl Damián Torres', 'Gerald Postma', 'Tomás Alarcón', 'Kristófer Ingi Kristinsson', 'Martell  Taylor-Crossdale', '강윤성 康尹宋', 'Felix Horn Myhre', 'Ersin Zehir', 'Xavier Sintes Egea', 'Nelson Mandela Mbouhom', 'Yevgeniy Smyrnyi', 'Jordan Lyden', 'Martín Ismael Payero', 'Christ Junior Tiéhi', 'David Cancola', 'Vinícius Ferreira Dias', 'Reuben Acquah', 'Mark McKee', 'Duilio Tejeda', 'Álvaro Gómez Martín', 'Tom Dele-Bashiru', '孙峻岗', 'Ben Liddle', 'Alejo Montero', 'Fatih Kaya', 'Tyrone Duffus', 'Dennis Dressel', 'Omar Salman Al Suhaymi', 'Kenan Fatkic', '伊藤 遼哉', 'Enes Küc', 'Sadou Diallo', 'Dean Dillon', 'Isaac Angking', 'Giotto Morandi', 'Vinit Rai', '周挺', 'Hernán Hernández', 'Brandon Servania', 'Eetu Vertainen', '铃木 吉竹', 'Stefan Wolf', 'Oliver Kjærgaard', 'Patryk Mucha', '福田 湧矢', 'Virgile Piechocki', 'Nicolás Gutierrez', 'Luis Gamíz', 'Kevin Andrés Agudelo Ardila', 'Léo Leroy', 'Tom Lowery', 'Raphael Ayagwa', 'Jack Earing', 'Ally Gilchrist', 'Alexandre Troffa', 'Wilson Altamirano', 'Gaute Vetti', 'Chris Zuvela', 'Albert Torras Crespo', 'Patrick Okonkwo', 'Scott Martin', 'Adam Hellborg', 'Daniel Stynes', 'Ryan Watson', 'Nicolás Zedán', 'Angus Thurgate', 'Gustav Berggren', 'Mateo Retegui', 'Akhmed Alibekov', 'Kilian Pagliuca', 'Mansour Al-Najar', 'Emil Bohinen', 'Leon Müller', 'Benjamín Cam', 'Sebastián Osorio', 'Johan Eduardo Jiménez Moreno', 'Eric Bird', 'Badr Bashir', 'Robin Kehr', 'Gustavo Adolfo Carvajal Gómez', '松本 大志', 'Shamit Shome', 'Timo Righetti', 'Hussain Al Qahtani', 'Nicklas Strunck Jakobsen', 'Seong-Hoon Cheon', '柴戸 海', 'Filip Marchwiński', "Matthew O'Riley", 'Carlos Gutiérrez', 'Ignacio Lara', 'Giovanni McGregor', 'Marko Nikolić', 'Georgie Kelly', 'Jonathan Requena', 'Jean-Manuel Mbom', 'Eric Veiga', '平川 怜', 'Luke Dreher', 'Matías Alejandro García', 'Andrew Fleming', 'Marco Kadlec', 'Malcom Edjouma', 'Carlos Rodolfo Rotondi', 'Frederik Lauenborg', 'Romario Roesch', 'Nnamdi Ofoborh', 'Nathan Konstandopoulos', 'William Patching', 'Kamal Bafounta', 'Fabrizio Manzo', '周燎', 'Raphael Obermair', 'Himad Abdelli', 'Felix Schwarzholz', 'José Barreto', 'Jordan Thompson', 'Bülent Cevahir', 'Pape Assane Mbodji', 'Cristian Rodríguez Pérez', '史亮', 'Max Burgess', 'Liam Fraser', 'Mathias Berg Gjerstrøm', 'Sebastjan  Spahiu', 'Dejan Vokic', 'Gökay Güney', '呉屋 大翔', 'Rawez Lawan', 'Cantyn Chastang', 'Filip Sachpekidis', 'Hans Nunoo Sarpei', 'Jonas David', 'Vesel Demaku', 'Ismaël Camara', 'Jabor Issa', 'Bruno André Cavaco Jordão', 'Kalidou Sidibé', 'Jesse Schuurman', 'Lucio Compagnucci', 'Lucien Agoume', 'Luis Díaz Carballido', 'David Turnbull', 'Paul Will', 'Iké Ugbo', 'Fabian Benko', 'Jannes Vollert', 'Hasan Ali Adıgüzel', 'Amir Adouyev', 'Lucas Rodrigues da Silva', 'George Glendon', 'Marco Carraro', 'Heinz Mörschel', 'Rakish Bingham', 'Francisco Eduardo Venegas Moreno', 'Ahmed Kutucu', 'Marwin Reuvers', 'Ivo Pękalski', 'Eneko Jauregi Escobar', 'Jon Gorenc Stanković', 'Simon Rhein', 'Miguel De la Fuente Escudero', '森胁 良太', 'Jaume Grau Ciscar', 'Gonzalo Sebastián Prósperi', 'Randal Kolo-Muani', 'Eric García Martret', 'Alonso René Zamora Barrera', '丹羽 大輝', 'Juan Brandáriz Movilla', 'Cédric Cambon', 'Sidnei Adrián Dalmeira Nunes', 'Kristoffer Andersen', 'Lyle Foster', 'Nicolás Enrique Ramírez Aguilera', 'Cristhian Machado', 'Jorge Alfredo Valadéz Callente', 'Marcos Agustín Gelabert', 'César Arzo Amposta', 'Nayef Aguerd', 'Víctor Cabrera', 'Kaio Fernando da Silva Pantaleão', 'Guillermo León Celis Montiel', 'Uwe Hünemeier', 'Filippo Romagna', 'Davide Biraschi', 'Rafael Tolói']
Node (2, 6): ['Kauã Ricardo Zanon Bardini', 'Jordi Escobar Fernández', 'Aaron Anthony Connolly', 'Carlos Augusto López Venegas', 'Bruno Miranda', 'Andrés Martín García', 'Facundo Barceló', 'Sebastian Czajkowski', 'Anthony Spyrou', 'Thomas Buitink', 'Jaber Asiri', 'Jonathan Benteke Lifeka', 'Víctor Campuzano Bonilla', 'Sam Smith', 'Patricio Monti', 'Brayan Rojas', 'Paul Mullin', 'Alex Jakubiak', 'Medjon Hoxha', 'Lukas Krüger', 'Agim Zeka', 'Nelson Balongo', 'Sindre Mauritz-Hansen', 'Ahmed Ba Saeed', 'Yari Otto', 'Lucas González', 'Kévin Cabral', 'Ashley Nadesan', 'Francis Atuahene', 'Fernando Quiroz', 'Julián Zea', 'Mischa Häuser', 'Karol Stanek', 'Daniel Kinumbe', 'Mateusz Młyński', 'Jack Lankester', 'Kasper Oldenburger', 'Rahmat Akbari', 'Órles Aragón', '杨柯', 'William Fitzgerald', 'James McGarry', 'Mohammad Fuad Al Thani', 'William Arne Hanssen', 'Diego Arias', 'Henry Offia', 'Matias  Leiva Arancibia', 'Joonas Vahtera', 'Meinhard Olsen', 'Luca Colville', 'Dan Smith', 'Kevin Stiven Viveros Rodallega', 'Bajram Syla', 'Oliver Klitten', 'Matías Ignacio Saavedra Fuentes', 'Williams Alarcón', '西本 雅崇', 'Valon Fazliu', 'Jae Wan Cho', 'Miguel Felipe Barragán Gómez', '최범경 Beom Kyung Choi', 'Alfie Bates', 'Jan-Niklas Pia', 'David Aparecido Da Silva', '懂洪麟', 'Tobias Koch', 'Shaft Brewer Jr.', '邓玉彪', 'Runar Hauge', '希尔麦麦提·阿力', '韩子龙', 'Owen Dale', 'Jake Ellis', '朱征宇', 'Joachim Rothmann', 'Alexander Kaltner', 'Danny Walker-Rice', 'Morgan Roberts', 'Brandon Buckley', 'Klaus Moesgaard', 'Marcel Schantl', '高大伦', 'Carl Björk', 'Dylan Asonganyi', 'Thomas Rohde', 'Ali Youssef', 'Jonathan Harboe', 'Moudi Najjar', 'Nadir Ayéva', '김종진 Jong Jin Kim', 'Ángel Melo Labrín', 'Scott Pollock', 'Lorenzo Cavallini', 'Carlos Mendes Gomes', 'Ryan Graydon', 'Ali Reghba', 'Jonas Auer', 'Liuyu Duan', 'Hugo Andersson', 'Filip Møller Delaveris', 'Dragos Mamaliga', 'Mateusz Żukowski', 'Sherko Faiqi', 'Darren Murphy', '安外尔·买买提艾力', 'Brian Chevreuil', 'Sylvin Mulumba Kayembe Ilolo', '食野 亮太郎', '藤村 怜', 'Cristian Cañizales', 'Matías Ormazábal', 'Harrison Biggins', 'Liam Smyth', 'Rafał Adamski', 'Seong Won Jang', 'Daryl Fordyce', 'Leon Demaj', '赵明宇', 'Jin Hiratsuka', 'Ahmed Daghim', 'Junior Mondal', 'William Longbottom', 'Jordan Gibson', 'Ji Hyun Kim', 'Lars Mogstad Ranger', 'Peter Buch Christiansen', 'Miro Muheim', 'Luke Armstrong', 'Ellis Iandolo', 'Kevin Martin Krygård', 'Philippos Selkos', 'Andrew Owusu', 'Taisei Miyashiro', 'Chay Tilt', 'Lewis Allan', 'Wojciech Słomka', 'Artur Piróg', '雷文杰', 'Mikolaj Kwietniewski', 'Benji Michel', 'Jordan Edwards', 'Freyn Macleyn Figueroa Roa', 'Julian Vazquez', 'Kosta Sparta', 'Dilan Qela', 'Karl O’Sullivan', 'Max Kulke', 'Caleb Zady Sery', 'Mohamed Daramy', 'Marc Tokich', 'Ben House', 'Lavdim Zumberi', 'Daniel Pik', 'Sebastian Strózik', 'Aleksandar Vucenovic', 'George Gibson', 'Angelo Campos Oliveira', 'Seiya Nakano', 'Charlie Kelman', 'Sam Osborne', '徐天源', 'Baris Ekincier', 'Benjamin Kimpioka', 'Emil Konradsen Ceide', 'Sebastián Valenzuela', 'Aaron Smith', 'Cristian Magerusan', 'Matt Hundley', '赵英杰', 'Mateo López', 'Shane Daly-Bütz', 'Rodrigo Gómez', 'Sebastián Acosta Pineda', '大垣 勇樹', 'Kaisei Ishii', 'Darragh Noone', 'Ryan Swan', 'York Rafael', 'Brian Leonardo Nicolas Leiva Vargas', 'Pierce Waring', 'Mauricio Godoy', 'Elliot Holmes', 'John McAtee', 'Antonio Alejandro Díaz Campos', 'Albin Linnér', 'Joe Rankin-Costello', 'Oscar Aga', 'Erik Lindell', 'Moritz Broschinski', 'Piotr Samiec-Talar', '고재현 Jae Hyun Ko', 'Muteb Al Hamad', 'Corey Blackett-Taylor', 'Jahmal Hector-Ingram', 'Benjamin Nygren', 'Rhys Oates', 'Keane Lewis-Potter', 'Olaus Jair Skarsem', 'Aaron Drinan', 'Betsiel Hernández', 'Fahad Al Rashidi', 'Nils Anhölcher', 'Darragh Rainsford', 'Jeremiah Gutjahr', 'Thomas Roberts', 'Yuki Ohashi', 'Adam Campbell', 'Marcus Mehnert', 'Sidy Keba Coly', 'Ema Twumasi', 'Jaakko Oksanen', 'Babacar Dione', 'Kevin Castañeda', '苏缘杰', 'Dennis Salanovic', 'Abraham Majok', 'Micah Obiero', 'Robert Harker', '유인수 禹仁秀', 'Mikel Miller', 'Troy Parrott', 'Alex Fletcher', 'Marvin Kokos', 'Saad Al Selouli', 'Carlito Fermina', 'Yao Dieudonne', 'Rodin Deprem', '李营建', 'Camilo Velázquez Franco', 'Abdulmohsen Al Qahtani', 'Kian Flanagan', 'Tyrick Mitchell', 'Jake Vokins', 'Yousef Al Shammari', 'Liam Millar', 'Osman Atilgan', 'Johan Camilo Caballero Cristancho', 'Tajon Buchanan', '名倉 巧', 'Oladapo Afolayan', 'Mads Lillebo', 'Odin Bailey', 'David Philipp', 'Mamadou Sissako', 'Panutche Amadu Pereira Camará', 'Ilyas Chouaref', 'Abdulaziz Al Aryani', 'Yohan Brun', 'Joe Hardy', 'Mathias Jørgensen', 'Steven Rodríguez', '이호석 李豪硕', 'Nathan Broadhead', 'Antonio Jonjic', 'Adam Jakobsen', 'Justin Rennicks', 'Eduardo Maceira', 'Eoghan Stokes', 'Danny Morrissey', 'Seun Gun Ha', 'Ippei Shinozuka', 'Abdulrahman Ghareeb', 'Orhan Vojić', 'Mitchell Curry', 'Nils Fröling', 'Rakan Saleh Al Hafizi', 'Kristoffer Ødemarksbakken', 'Joe Maguire', 'Samed Ali Kaya', 'Israel Peter', '이상협 李相协', '정승원 郑世元', 'Kevin Devaney', 'Moussa Diallo', 'David Andrés Salazar Bustamante', 'Moustapha Bokoum', 'Mauro Molina', '손석용 宋世勇', 'Seth Paintsil', 'Maxime Pélican', 'Elias Sørensen', 'Halicharan Narzary', 'Danny Johnson', '前田 尚輝', 'Marlon Versteeg', 'Kevin Cannavò', 'Rayhaan Tulloch', 'Sebastián Benega', 'Shayon Harrison', 'Matteo Cortesi', 'Jorris Romil', 'Jasse Tuominen', 'Ángel Sánchez Baró', '정우영 Woo Yeong Jeong', 'Jérémie Porsan-Clémenté', 'Anderson Castelo Branco', 'Joaquin Verdugo', 'Kazaiah Sterling', 'Corey Gameiro', 'Mark Cullen', 'Jan-Marc Schneider', 'Rhian Brewster', 'Juan David Victoria López', 'Rhys Healey', 'Wolke Janssens', 'Lenny Pintor', 'Borja Garcés Moreno', 'Nicky Ajose', 'Malaly Dembélé']
Node (5, 7): ['Luca Ghiringhelli', 'Juan David Valencia Hinestroza', 'Héctor Acosta Quintero', 'Ariel Borysiuk', 'David Niepsuj', '신광훈 申光勋', 'Gabriel Gustavo Alanís', 'Bryan Verboom', 'Fabian Sporkslede', 'Oscar Threlkeld', 'Dan-Patrick Poggenberg', '张成林', 'Corey Edward Brown', 'Nathan De Medina', 'Benjamin Schwarz', 'Gethin Jones', 'João Duarte Vieira Pereira', 'Dragan Mihajlovic', 'Filip Ugrinic', 'Liandro Felipe Martis', 'Egli Kaja', 'Muteb Al Mutlaq', 'Levan Kharabadze', 'Maximilian Kilman', 'Dane Ingham', 'Konrad Kumor', '장은규 张恩圭', 'James Sinclair', 'Jhon Arboleda Valencia', 'Kaan Kairinen', '杨立瑜', 'Niklas Sommer', 'Piotr Johansson', 'Cameron Norman', 'Magnus Retsius Grødem', 'Kris Twardek', 'Freddy Mveng Mbezele', 'Eric David Cantú Guerrero', '片山 瑛一', 'Michael Blauensteiner', 'Ryan Telfer', 'Connor McLennan', 'Sergi Álamo Bautista', '郷家 友太', 'Connor Randall', '杉岡 大暉', 'Emin Nouri', 'Georgios Mygas', 'Victor Wernersson', 'Te Atawhai Hudson-Wihongi', 'Ali Abdullah Hazazi', 'Franco Nicolás Quiroz', '王帆', 'Gideon Mensah', 'Mihai Alexandru Dobre', 'Zoumana Bakayogo', 'Bryan Jesús Figueroa De La Hoz', 'Jamie Sterry', 'Tarek Elrich', 'Patrick Choroba', 'Henrik Robstad', 'Harry Kyprianou', 'Hamdan Al Shamrani', 'Barry Maguire', 'Paul Akouokou', 'Jannes Hoffmann', "Lee O'Connor", 'Alex Vigo', 'Hamad Al Mansour', 'Abdulelah Al Malki', 'Kamil Dankowski', 'Darnell Johnson', 'Thibault Campanini', 'Anderson López', 'Jacob Tjørnelund', 'Diogo dos Santos Cabral', 'Mahmut Akan', 'Lucas Silva Melo', 'Reggie Lambe', 'Michael Novak', 'Philippe Koch', 'Ivan Vujica', 'Nicolás Pantaleone', 'Shaun Cummings', 'Elias Gómez', 'Houboulang Mendes', 'Christopher Nöthe', 'Lutsharel Geertruida', 'Christian Neiva Afonso', 'Nicola Falasco', 'Brahim Konaté', '小川 諒也', 'Nikola Gulan', 'Matthieu Udol', 'James Husband', 'Jordan Clarke', 'Jakob Blåbjerg', 'Riccardo Marchizza', 'Thibault De Smet', 'Jaroslav Zelený', 'Abdu Cadri Conté', 'Taha Yalçıner', 'Mert Müldür', 'Carlos Alonso Vargas Tenorio', 'Réginal Goreux', 'Jeff Hardeveld', 'Roberto Antonio Correa Silva', 'Darnell Furlong', 'Darío Mendiseca', 'Fred Kauê Soidares Lima', 'Jon Flanagan', 'Omri Ben-Harush', 'Sauli Väisänen', 'Leyvin Balanta', 'Alin Toşca', '김광석 金光錫', 'Frédéric Veseli']
Node (5, 1): ['Luis Gutiérrez', 'Alois Höller', 'Ben Peter Anthony Tozer', 'Bernard Kyere', 'José-Junior  Matuwila', 'Marlon Torres', 'Michael Almebäck', 'El Hadji Pape Djibril Diaw', '김오규 Oh Gyu Kim', 'Aristote Nsiala']
Node (4, 3): ['Babacar Gueye', 'Jonson Clarke-Harris', 'Mehdi Pascal Marcel Léris', 'Marcus Forss', 'Geir André Herrem', 'Lars-Jørgen Salvesen', 'Michele Vano', 'Isaac Boye', 'Ibrahim Meite', 'Nicolas Hunziker', 'Alessio Canessa', 'Vato Arveladze', '平松 宗', 'Timmy Abraham', 'George Oakley', 'Yannick Toure', 'Sami Ben Amar', 'Okan Yilmaz', '程长城', 'Arnel Jakupović', 'Romeo Parkes', 'Edvin Crona', 'Andrew Nelson', 'Amar Hodžić', 'Kalle Taimi', 'Cedwyn Scott', 'Ricky German', '李锐', 'Daniel Lalhlimpuia', 'Jørgen Strand Larsen', 'Sam Dalby', 'Luke Jephcott', '宁伟辰', 'Safi Al Zaqati', 'William Allin Møller', 'Gerard Garner', '杨芳志', 'James Spruce', '南小亨', 'Evan Gumbs', 'Alexander Ahl Holmström', 'Apostolos Stamatelopoulos', '阎浩', 'Connor Simpson', 'Maciej Twarowski', 'Leverton Pierre', 'Mikkel Kaufmann', '靳辉', 'Olaf Nowak', 'Tobias Lauritsen', 'Senad Jarovic', 'Yann Kasaï', 'Sumeet Passi', 'Marokhy Ndione', 'Charlis Ortiz', 'Firas Al Birekan', 'Sam Byrne', 'Víctor Arzayus', 'Kasper Waarst Høgh', 'Luis Alberto Perea Pérez', 'Adam Bergmark Wiberg', 'Piotr Pierzchała', 'Danny Breitfelder', 'Kunitomo Suzuki', "Tyrone O'Neill", '王子铭', 'Daniel Ignacio Malhue Toro', 'Ryan Edmondson', 'Krešimir Kovačević', 'Victor Glaentzlin', 'Antoine Semenyo', 'Ryan Loft', 'James Scott', 'Bryan Adinany', 'Lucas Beltrán', 'Andrés De Jesús Sarmiento Salas', 'César Huanca', 'Ahoueke Denkey', '김정호 Jung Ho Kim', 'Karlo Igor Majić', 'Brian Wright', "Chris O'Grady", 'Kenny Athiu', 'Jader Andrés Valencia Mena', 'Kaine Sheppard', 'Assan Ceesay', '山崎 凌吾', 'Ismael Mohammedjammui Al Maghrabi', 'Pádraig Amond', 'Yacine Qasmi', 'Brice Tutu', 'Giorgi Gabedava', 'Hélton Fernando Carvalhal Lima', 'Francisco Garcia', 'Valdumar Augusto Té', 'Hugo Gabriel Silveira Pereira', 'Craig Davies', 'Anier Alfonso Figueroa Mosquera', 'Raúl Oscar Becerra', 'Leonardo Sigali']
Node (0, 3): ['Marky Delgado', 'Sebastián Gómez Londoño', 'Roman Kerschbaum', 'Ben Close', 'Iván Colman', '胡延强', '下田 北斗', 'Jermaine Anderson', 'David Eliécer Contreras Suárez', 'Jordan Houghton', 'Tomasz Makowski', 'Diaz Wright', '山田 直輝', 'Florian Rieder', 'Ronaldo Ariza', 'Krzysztof Drzazga', 'Isak Magnusson', 'Josh Sheehan', 'Fridolin Wagner', 'Róger Lemus', '김선우 金善于', 'クロリッキー 健', 'Scott Pittman', 'Luca Schnellbacher', '手塚 康平', '황순민 金胜敏', 'Mukhtar Ali', 'Michael Steven Chacón Ibargüen', 'Mohammed Adams', 'Jherson Córdoba', 'Vincent Sierro', 'Toni Domgjoni', 'Oliver Rathbone', 'Enrique Carlos Serje Orozco', 'Omar Richards', 'Herbie Kane', 'Judson Silva Tavares', 'Luis Alejandro Paz Mulato', 'Seidu Yahaya', 'Rick Dekker', 'Santiago Lizana', 'Serge Yao N’Guessan', 'Ikromjon Alibaev', 'Marc Pedraza Sarto', 'Matteo Pessina', 'Bryan Henning', 'Jeando Fuchs', 'Kristijan Bistrović', '이창민 李昌珉', 'Volodymyr Shepelev', 'Luis David Couprins Acuna']
Node (0, 9): ['Cristiano Del Grosso', 'Joshua Pérez', 'Hendrick Zuck', 'Nikita Korzun', 'Mikhail Ignatov', 'José Luis Zalazar Martinez', 'Chris Führich', 'Oğuz Kağan Güçtekin', 'Emil Frederiksen', 'Abdoul-Kader Bamba', 'Memo Rodriguez', 'Jasmin Ščuk', 'Raúl Vallejo Suárez', 'Franco Sivetti', 'Nasser Al Omran', 'Tobias Svendsen', 'Celil Yüksel', 'Isaác Aguilar', 'Hernán Tifner', 'Jeronimo Cacciabue', 'Evert Linthorst', 'Jack Chambers', 'Daniel Adam Jarvis', 'Bartłomiej Urbański', 'Ángel Algobia Esteves', 'Andreas Hollingen', 'Josh Barrett', 'Kornelius Hansen', 'Naod Mekonnen', 'Paulo Manuel Neves Alves', 'Jani Atanasov', 'Koen Huntelaar', 'Javier Urzúa', 'Henk Bos', 'Guy-Marcelin Kilama', 'Nils Stendera', 'Marco Meli', 'Alaa Bakir', 'Yadir Meneses', '이규성 李明载', 'Egy Maulana Vikri', 'Cameron Lindley', '西村 恭史', 'Alhassan Yusuf', 'Wiktor Długosz', 'Daniel Bedoya', '髙貴 宏', 'Łukasz Poręba', 'Ibrahim Al Otaibi', 'Mateusz Cegiełka', 'Francisco Nicolás Sasmay Torres', 'Mohamed Medfai', 'Diego Gutiérrez', 'Julien Anziani', 'Aksel Aktas', 'Furkan Kadir Durmuş', 'Cole Bassett', 'Hasan Hüseyin Acar', 'Georgi Kostadinov', 'Yohann Magnin', 'Oktawian Skrzecz', '脇坂 泰斗', 'Florian Fischerauer', 'Daniël van Kaam', 'Chris Goslin', 'Oğuzhan Malcı', 'Berkay Yıldız', 'Alan Medina', 'Ramy Najjarine', 'Mario Shabow', 'Joe Pritchard', 'Ibrahim Mahnashi', 'Frank Ross', 'Jethro Mashart', 'Peter Gwargis', 'Eryk Williamson', 'Julián López', 'John Russell', 'Anthony Gomez Mancini', 'Mustafa İnan', 'José Guillén', 'Pol Lozano Vizuete', 'Luca Maniero', 'Philipp Sander', 'Remigiusz Borkała', 'Cristian Núñez', '명준재 Joon Jae Myeong', 'Brandon García', 'Niels Leemhuis', 'Alper Ademoglu', 'Max Harrison Sanders', 'Nuno da Silva', 'Eduardo Andrés Navarrete Contreras', 'Tomás Esteban Cuello', 'Damian Gąska', 'Louka Prip Andreasen', 'Semir Ucar', 'Hugo Magnetti', 'Sefa Akgün', 'Iván Tona', 'Matty Daly', 'Lino Tempelmann', 'Matty Virtue', 'Ramazan Keskin', 'Dylan Chambost', 'Thomas van den Belt', 'Jack Bridge', 'Kyle Taylor', 'Lindon Selahi', 'Daniel García Beltrán', 'Vincenzo Millico', 'Agustín Gabriel Bolívar', 'Eliano Reijnders', 'Álvaro García Segovia', 'Marco Hingerl', 'Elliot Embleton', 'Steff Kaptein', 'Mertcan  Açıkgöz', 'Evelio Cardozo', 'Alberto De Francesco', 'Nahuel Tenaglia', 'Sebastián Pedroza', 'Stephane Omeonga', 'Christoph Baumgartner', 'Erik Majetschak', 'Riccardo Doratiotto', 'Genaro  Rodríguez Serrano', 'Diego Felipe Andrés Orellana Medina', 'Alessandro Bordin', 'Cristian Calix', 'Hasan Ayaroğlu', 'Atalay Babacan', 'Matias Ferreira', 'Lado Mokhevishvili', 'Domènec Estorach Ruedas', 'Dejan Kulusevski', 'Pierre Da Silva', 'Mario Piccinocchi', 'Jannis Kübler', 'Moataz Zemzemi', 'Dario Šarić', 'Enrique Pérez Muñoz', 'Iván Jared Moreno Füguemann', 'Nicolas Raskin', 'Charlie Owens', 'Víctor Martínez Manrique', 'Mats van Kins', 'Dogucan Haspolat', 'Callum Whelan', 'Modest Notario Racionero', '细贝 萌', 'William Balikwisha', 'Mario Nicolás Abenza', 'Bruno Miguel Carapeto dos Reis', 'Meritan Shabani', 'Mounir Hamoud', 'José Manuel Núñez Martín', 'Hassan Mohammed Al Amiri', 'Yassine Benrahou', 'Rahman Buğra Çağıran', 'Ousseynou Ndiaye', 'José Miguel Castañeda Macho', 'David Vržogić', 'Niccolò Zanellato', 'Julián Buitrago', 'Rosario Enrique Cota Carrazco', 'Diogo Miguel Guedes Almeida', 'José Mena Rodríguez', 'Alejandro Sanz Sainz', 'Gaoussou Boubacar Traoré', 'Vinicius Lúcio Julião Morrinhos', 'Martín Miguel Cortés', 'Alejandro Corredera Alardi', 'Andrea Danzi', 'Antoine Bernede', 'Joaninho Marvin Chagas Silva', 'Teboho Mokoena', 'İbrahim Akdağ', '大谷 秀和', 'Thom Haye', 'Jacopo Petriccione', 'Ognjen Stijepović', 'Svante Ingelsson', 'Theodoros Ryuki Panagopoulos', 'Anouar Hadouir', 'Xian Emmers', 'Beni Baningime', 'Luís Miguel  Pereira Cortez', 'Andoni Gorosabel Espinosa', 'Facundo Oreja', 'Alparslan Erdem', 'Marcos Alam Bastos Domingues', '内田 篤人', 'Marvin Martin', 'Alberto  Bueno Calvo', 'Mauro Guilherme Ribeiro Rangel']
Node (4, 0): ['Raphael da Silva Arruda', 'Morgan Feeney', '이태호 Tae Ho Lee', 'Yannick Schmid', 'Nathan Ferguson', 'Peter Grant', 'Edson Aldair García Martínez', 'Bozhidar Chorbadzhiyski', '김태한 Tae Han Kim', 'Kévin Mouanga', 'Konstantinos Dimitriou', 'Christian Mbulu', 'Mohamed Simakan', 'Renzo Paparelli', 'Jake Barrett', 'Ignacio Tapia', 'Dinesh Gillela', 'Jan Kronig', '肖煜峰', 'Adam Tymiński', '濱 大耀', 'Valtteri Vesiaho', 'Yves Kaiser', '文俊杰', 'Jaime Giraldo', 'Hayato Araki', 'Darragh Gibbons', 'Carlos Alberto Romaña Mena', 'Jeppe Svenningsen', 'Aiham Ousou', "Tomás O'Connor", '朱佳毅', 'Isac Häggman', 'Jay Williams', 'Harry Norris', 'Luke Singh', 'Tom Clare', 'Kyle Hawley', 'Guillermo Tegue', 'Sultan Dawood Al Shammari', 'Joel Rodriguez', '张恩格', 'Maxime Kouogun', 'Sander Moen Foss', 'Colman Kennedy', 'Chase Gasper', 'Finn Tapp', 'Kei Oshiro', 'Ben Morgan', 'Sam Fielding', 'Dennis Horneland', 'Piotr Świątko', 'Odin Luras Björtuft', '梁金虎', 'Santiago Noreña Galeano', 'Byeong Geon Ahn', 'Simon Graves Jensen', 'Damien Dumont', 'Antonios Papadopoulos', 'Kenneth Yao', 'Taylor Curran', 'Sascha Heil', 'Giles Phillips', 'David Bumberger', 'Joe Redmond', 'Simon Haubrock', 'Aaron Parsons', 'James Finnerty', 'Carlos Terán', 'Keenan Ferguson', 'Abdulrahman Al Dakheel', 'Brayan Córdoba', 'Mariusz Malec', 'Taylor Queen', '罗皓', 'Robert Sulewski', 'Mamadou Kamissoko', 'Maxime Leverbe', 'Toya Nakamura', 'Sam Raben', 'Hassan Tombakti', 'Michael Steinwender', 'Shaun Want', 'Abdulmajeed Al Arishi', 'Mateusz Żyro', 'Niklas Kastenhofer', 'Miguel Rodrigues', 'Sam Lavelle', 'Wiktor Pleśnierowicz', 'Tom McIntyre', 'Anel Ahmedhodzic', 'Abdullah Al Bishi', 'Liam Gordon', 'Gustavo Adolfo Chará Valois', 'Ben Hall', 'Uğurcan Yazğılı', 'Luka Racic', 'Mahamadou Dembélé', 'Sam Graham', 'Jesse Debrah', 'Sam Sherring', 'Brayan Vera', 'Charlie Fox', 'Lucas Perrin', 'Josué Reyes', 'Montassar Talbi', 'Juan Freytes', 'Davide Riccardi', 'Tom Baack', 'Rayan Senhadji', 'Jean Carlos Pestaña', 'Stan van Dijck', 'Axel Grijalva', 'Arkadiusz Jędrych', 'Thomas Rotter', 'Erick Ferigra', 'Salam Ranjan Singh', 'Fernando Cosciuc', 'Jack Wakely', 'Zechariah Medley', 'Pau Rosales Rosales', 'Jurre Vreman', 'Joy Mukena', 'Danilo Quaranta', 'Brandon Cooper', 'Clément Vidal', 'Roger Ibañez Da Silva', 'Marcos Fernández Isla', 'Jan Král', 'Lars Kramer', '髙橋 祥平', 'Nathan Smith', 'Alihan Kubalas', 'Sebastian Bauer', 'Jordy Candía', 'Matija Boben', 'Siyabonga Ngezana']
Node (7, 7): ['Mikael Anderson', 'Kamil Mazek', 'Yuber Alberto Asprilla Viera', '李运秋', 'Michael Obafemi', 'Daniel Moreno', 'Gianni Fabiano', '唐诗', 'Max  Clayton', 'Akseli Pelvas', 'Mohamed Ofkir', 'Augusto Lotti', '巴顿', 'Reece Hall-Johnson', 'Adama Sarr', 'Paul Smyth', 'Cristian Calderón', 'Yuto Iwasaki', 'Joel Coustrain', 'Jhon Velásquez', 'Ashley Nathaniel-George', 'George Bello', 'Leutrim Kryeziu', '주현호 朱贤虎', 'Nathan Ralph', 'Murat Şatin', 'Jake Kelly', 'Anwar Elyounoussi', 'Jake Hastie', 'Daniel Liszka', 'Rasmus Alm', 'Jaidon Anthony', 'Santeri Hostikka', 'Matty Gillam', 'Moussa Guel', 'Griffin Dorsey', 'Ben Stephens', 'Malachi Napa', 'Kyle McAllister', 'Gabriel Rogers', 'Connor Ellis', 'Dylan Pierias', 'Nasser Al Dajani', 'Ashique Kuruniyan', 'Isaac Hutchinson', 'Jhon Arias', 'Franck Bahi', 'Ryan Clampin', 'Ollie Sims', 'Tobias Lillevold Johnsen', 'Franco Bustamante', '张凌峰', 'Oscar Pettersson', 'Andrew Scott', '冯博园', 'Ahkeem Rose', 'Joel Randall', 'Diego Cristián Nelson Díaz Nuñez', 'Okera Simmonds', 'Cristian Barrios', 'Felipe Gómez', '马俊亮', 'Ibrahim Sadiq', 'Daniel Grant', 'George Brown', 'Max Kremer', 'Alistair Smith', 'Isaac Olaofe', 'Jake Bennett-Rivera', 'Lorenz Grabovac', 'Alex Addai', 'Nawaf Al Harthi', 'Joachim Olufsen', 'Sandro Kulenović', 'Joseph Ceesay', 'Jamie McDonagh', 'Marcus Holmgren Pedersen', '조용재 赵永载', 'Robert Harvey', 'Salem Al Saleem', 'Tinashe Chakwana', 'Charles Vernam', 'Charlie Wakefield', 'Tyler Smith', 'Adrian Edqvist', 'Vinnie Steels', 'Hakim Guenouche', 'Jason Lokilo', 'Lewis White', 'Adebayo Azeez', 'Adam Wilson', 'Ahmed Farid', 'Ayodele Adetula', '이광진 Kwang Jin Lee', 'Omar Mussa', 'Marvin Loría', 'Scott Tiffoney', 'Ryan Giles', 'Jonás Romero', 'Woo Hong Kim', 'Fawaz Al Sagour', 'Junior Ogedi-Uzokwe', 'Sherko Kareem Gubari', 'Ibrahim Arafat Mensah', 'Yanis Begraoui', 'Gianni Azzinnari', 'Sultan Ahmed Mandash', 'Tymoteusz Klupś', 'Carlo Holse', 'Jai Ingham', 'Mohamed Amelhaf', 'Iván Bolaño', 'Lucas Calderón', 'Theo Archibald', 'Bilal Njie', '青木 亮太', 'Tom Nichols', 'Dylan Esmel', 'Andy Dales', 'Amando Moreno', '陶源', 'Marlon Fossey', 'Ishmael Baidoo', 'Jonny Smith', '関口 訓充', 'Abdulrahman Al Obud', 'Koya Yuruki', 'Evans Mensah', 'Kaiyne Woolery', 'Edwin Alberto Herrera Hernandez', 'Stefan Mladenovic', 'Benjamin Kindsvater', 'Billy Waters', '김지민 金智珉', 'Savaş Polat', 'Endre Kupen', 'Ronan Murray', 'Sondre Sørli', 'Khalid Hussain Al Kabi', 'Edward Opoku', 'Nathan Holland', 'Ibrahima Wadji', 'Leo Bengtsson', 'Luke Thomas', 'Jakub Łukowski', '渡 大生', 'Dominik Widemann', 'Courtney Senior', 'Borja Llarena Barroso', 'Mathias Bringaker', 'Enoch Andoh', 'Mathias Kristensen', 'Connor Pain', 'Scott Kashket', 'Golgol Mebrahtu', 'Jhon Stiwar García Mena', 'Mikael Norø Ingebrigtsen', 'Emmanuel Oti Essigba', 'Yessy Ferley Mena Palacios', 'Marcelo Emanuel Vildeia Maia', 'Eulânio Ângelo Chipela Gomes', 'Abdulrahman Al Yami']
Node (0, 7): ['Jaime Suárez Juesas', 'George McEachran', 'Paul Wade', '张一', 'Daniil Kulikov', 'Roman Tugarev', 'Carlos Villalba', 'Amine Talal', 'Paul Marie', 'Federico Navarro', 'Julian Guttau', 'Josh Hope', 'Ryan Wintle', 'Nsana Simon', 'Alex Bradley', 'Diego Mercado', 'Simon Amin', 'Marius Hauptmann', 'Henrik Bellman', 'Enzo Le Fée', 'Ryan Cassidy', 'Salim Farsak', 'Abdul-Halik Hudu', 'Michael McCrudden', 'Birkan Kirdar', 'Jorge García', 'Alfie Payne', '刘越', 'Marius Augdal', 'Antonio Bustamante', 'Callum Hulme', 'Luke Russe', '吉尾 海榎', 'Mattia Zennaro', 'Fraser Murray', 'Jesper Isaksen', 'Elias Löder', 'Jesús González', 'Koki Harada', 'Xiaoxuan Ji', 'Lachlan Brook', 'Jake Doyle-Hayes', 'Alessandro Kräuchi', '安井 拓也', "Colm Walsh-O'Loghlen", 'Gianluca Iannucci', 'Connor Metcalfe', 'Daniel Thøgersen', 'Jesper Lindstrøm', 'Nawaf Mashea Al Harbi', 'Joshua Cavallo', 'Jonas Olofsson', 'Simon Bækgaard', 'Saleh Al Saeed', '刘逸', '刘斌', 'Niall Morahan', '刘耀鑫', 'Finlay Sinclair-Smith', 'Taylor Maloney', 'Glen Hollywood', 'Oliver Finney', 'Evan Tweed', 'Yéiler Góez', 'Julius Tauriainen', 'Michael Baldisimo', 'Cody Prior', 'Jay Devine', 'Jhohann Sebastián Yabur Perea', 'Conor Levingston', 'Santeri Väänänen', 'Shunki Higashi', '黎宇扬', '陈雅俊', 'Carlos Herrera', 'Neil Kemgni-Kuemo', 'Otto Ollikainen', 'Joe Lynch', 'Ger Barry', 'Pichkah Paya', '芝本 蓮', '市丸 瑞希', '홍현석 Hyeon Seok Hong', 'Alec Byrne', 'Cameron McGilp', 'Sebastián Parada', 'Jonathan Bonilla', 'Emmanuel Kumah', 'Mathias Fjeld Gulliksen', 'Hubert Kisiel', 'Edison López', '髙江 岭臣', 'Mads Larsen', 'Adrian Delap', 'Elio Nicolas Firmino', 'Ask Tjærandsen-Skau', 'Kevin Salazar', 'Kristin Konstandopoulos', 'Liam Brown', 'Josef Brian Baccay', 'Musashi Oyama', 'Aaron Heap', 'Aidan Daniels', 'Reegan Mimnaugh', 'Nawaf Al Farshan', 'Victor Labrín', 'Gonzalo Cuevas', 'Mads Boe Mikkelsen', 'Anthony Lesiotis', 'George Cox', 'Daniel Morys', 'Kristoffer Askildsen', 'Sakarias Opsahl', 'Jack Lambert', 'Paddy Kirk', 'Liam Kerrigan', 'Yousef Al Harbi', 'Abdulmohsen Al Sabahi', 'Marius Bustgaard Larsen', 'Muhannad Al Shudukhi', 'Abdullah Al Meqran', 'Morten Frendrup', 'Lars Holtkamp', 'Niklas Persson', 'Diego Martín Valencia Morello', 'Monther Al Nakhli', 'Yuta Higuchi', 'Jaminton Leandro Campaz', 'Marius Bildøy', 'Liam McCarron', 'Shuto Watanabe', 'Janis Hanek', 'Bastián Yáñez', 'Serkan Sarıkaya', 'James Dodd', 'Antonio Estrada', 'James Waite', 'Olle Edlund', 'Kasper Lunding', "Michael D'Eramo", 'Szymon Łapiński', 'Noel Niemann', 'Shane McNamee', 'Giannis-Foivos Botos', '田中 陸', 'Andrew Lyons', 'Robbie McCourt', 'Iván Acero', 'Kotaro Arima', "Louis D'Arrigo", 'Elliot Watt', 'Shannon Brady', 'Benrandy Abdallah', 'Eddie Ibargüen', 'Jhon Quiñónes Saya', 'Pedro  Sánchez Torrealba', 'Daniel Butterworth', 'Tom Renaud', 'José Saúl Hernández Ornelas', 'Irvin Alan Enríquez Olivares', 'Macauley Southam', 'Nicholas Hamalainen', '王楚', 'Wilmer Azofeifa', 'Patrick Reading', 'Bali Mumba', 'Dan Ward', 'Keaton Ward', 'Louis Dunne', 'Shintaro Nago', 'Sebastian Mann', 'Matej Valenta', 'サイ ゴダード', 'Mounaim El Idrissy', 'Shandon Baptiste', 'Patrice Kabuya', 'Regan Slater', 'Berat Delihasan', 'Ángel José Bonilla Gutiérrez', 'Gaëtan Arib', 'Ayala Andrés', 'Justas Lasickas', 'Martin Adamec', 'Patryk Plewka', 'Stephen Mallon', 'Niels Hahn', '品田 愛斗', 'Cesar Matheo Castaño Gómez', 'Sigurd Grønli', 'Sebastián Felipe Guzmán Mendoza', 'Javier Almerge Viñuales', 'Yuxer McAllyster Requena Venales', 'Jhojan Valbuena', 'Abdulelah Al Shammari', 'Simon Janssen', 'James Ferry', 'Adrián Estacio Peña', 'Alexey Mironov', 'Conor Coventry', 'Alexis Gutiérrez', 'Ben Fox', 'Sergio Villarreal', 'Zain Westbrooke', 'Yahya Khormi', 'Martín Lara', 'Tom Ducrocq', 'Jack Sowerby', 'Jensen Weir', 'Max Bird', 'Fabricio Domínguez', 'Armani Little', 'Delano Grootenhuis', 'Fernando Bersano', 'Kévin Goba', 'Jay Harris', 'Jamie Lennon', 'Stephen Winston Duke-McKenna', 'Mohammed Rafique', 'Marcelino Jr Carreazo Betin', 'Carlos Guerrero', 'Karolis Chvedukas', 'Basil Stillhart', 'Edwin Lara', 'Kristiyan Malinov', 'Kylian Kaïboue', 'Sacha Marasovic', 'Fernando Ezequiel Juárez', 'Carlos Alonso Enrique Palacios Núñez', 'Maciej Pałaszewski', 'Juan Torres', 'Yéiner Orozco', 'Harlin José Suárez Torres', 'Edyairth Alberto Ortega Alatorre', 'William Parra', 'Diego Wayar', 'José Antonio Romera Navarro', 'Javier Jiménez García', 'Oleksandr Andrievskyi']
Node (7, 1): ['Luis Meseguer Villanueva', 'Joaquín Aros Melgarejo', 'John Steven Mondragón', 'Igor Łasicki', 'Lewis Gibson', 'Keith Lowe', 'Óscar Gil Regaño', '曹海清', '郑涛', 'Liam Nash', '前田 悠佑', 'Harry Spratt', 'Ronnie Henry', 'Mario Trejo', 'Luis Armando Martínez', '김우석 金武胜', 'Carlos Mario Polo Gómez', 'Jerry Lalrinzuala', 'William Le Pogam', 'Martin Ove Roseth', 'Masahito Onada', 'Alex Hartridge', 'Laureano Nutz', 'Jordan Smylie', 'Reagan Ogle', 'Theo Bair', 'Emil Damgaard', 'Jonathan Riquelme', 'Edvin Dahlqvist', '张功', 'Connor Jones', 'Lee Watkins', 'Christoph Ehlich', 'Cian Maher', '刘国博', 'Regan Griffiths', 'Mathies Skjellerup', 'Muhannad Al Qaydhi', 'Luke Ivanovic', 'Jinze Wang', 'Reece York', 'Andrew McGovern', 'Julian Conze', '吴伟', 'Nicholas Marthinussen', 'Mateo Aramburu', 'Lukas Sparre Klitten', 'Pierce Phillips', 'Cristian Hinestroza', 'David Parkhouse', 'Kevin Yakob', 'Caleb Richards', 'Gustav Henriksson', 'Cameron Sangster', 'Benjamin Williams', 'Fabio Dixon', 'Joe Belsten', 'Cathal Farren', 'William Moan Mikalsen', 'Gerónimo Tomasetti', 'Jack Keaney', 'Kyle Smith', 'Adam Crookes', 'Lucas Pellegrini', 'Noah Feil', 'Migel-Max Schmeling', 'Juan Barinaga', 'John Nelson', 'Julien Boyer', 'Glenn Walker', 'Lewis Cass', 'Tyler Forbes', 'Shaun Kelly', 'Alex Matías Ibacache Mora', 'Giovanni Haag', 'Abdullah Hassun Tarmin', 'Nathan Vitré', 'Lewis Gibbens', 'Henri Wilder', '左伊藤', 'Lewis Butroid', 'Jordan Williams', 'Bartosz Slisz', 'Maciej Orłowski', 'Anthony Goelzer', 'Diego Cayupíl', 'Andy Pelmard', 'Bojan Avramovic', 'Scott McMann', 'Enzo Díaz', 'Ed Francis', 'Anderson Arroyo', 'Èric Montes Arce', 'Macaulay Gillesphey', 'Jefferson Jailer Torres Torres', 'Juan Ignacio Díaz', '杨挺', 'Jonathan Meier', 'Emanuel Coronel', 'Jarno Abbel', 'Diego Sánchez', '田上 大地', 'Enrique Pina Caballero', '陈灏', 'Saif Al Qeshtah', 'Iago Indias Fernández', 'Oriol Ayala Serra', 'Nahuel Arena', 'Ruben Droehnle', 'Martín Pascual Castillo', 'Bjørn Inge Utvik', 'Pedro López Rodríguez', 'Fernei David Ibargüen Asprilla', 'Antonis Aidonis', 'David Montoya Henao', 'Carlos Pérez', '森下 俊', 'Achilléas Poúngouras', 'Efstratios Svarnas', 'Alfred Ndengane', 'Eder Adolfo Pinhanços Dias']
Node (1, 3): ['Erten Erenler', 'Idekel Domínguez', 'Marash Kumbulla', 'Eduardo González', 'Göktuğ Kımışır', 'Yusuf Avcılar', '严智宇', 'Adem Doğan', 'Tyler Garratt', 'Ignacio Núñez', 'Carlos Salomón', '刘博洋', 'Lukas Talbro', '郑智铭', 'Mateusz Hołownia', 'Marcin Grabowski', 'Jonas Mortensen', 'Branden Horton', 'Eric Abulu', 'Jamie Crilly', 'Nicolás Fuentes', 'Luke Offord', 'Eddie Clarke', '王鑫', 'Iván Roldán', 'Shilong Wang', 'Mattie Pollock', '崔麟', 'Ryan Law', 'Fard Ibrahim', 'Travis Johnson', 'Jay Sheridan', 'Sebastian Ballesteros', '宮本 俊明', 'Camilo Mesa', 'Emil Holm', 'Rasmus Wikström', 'Paul Cleary', 'Luciano Vargas', 'Peilei Cai', 'Marcus Gudmann', 'Samu Laitinen', '于斌', 'Miquel Scarlett', 'Camron McWilliams', 'Luke Wade-Slater', 'Leo Erik Jean Cornic', 'Jacob Akanyirige', 'Kevin Kouassivi-Benissan', 'Magnus Anbo Clausen', 'Max De Ruyver', 'Sarthak Golui', '靳琪', 'Michael Olczyk', 'Meriton Kastrati', 'Michał Ozga', 'Dominic Revan', 'Daniel Björkman', 'Harry Sheppeard', 'Peter Ouaneh', '李放', '孙凯', 'Boris Moltenis', 'Ryan Harrington', '钱玉淼', 'Leonardo Zottele', 'Moritz Römling', 'Manuel Pfeifer', 'Aaron Reardon', 'Morten Renå Olsen', 'Calum MacDonald', 'Eduardo Pastrana', '李成龙', 'Ross Millen', '刘乐', 'Abdulaziz Haroon', 'Berat Şahiner', 'Gastón Avila', 'Pedro Gutiérrez', '김한빈 金韩斌', 'Yukinari Sugawara', '曾帅', 'Terence Owen Vancooten', 'Alexandre Nsakala', 'Hussain Hawsawi', 'Diego Ordóñez', 'Hakan Arslan', 'Samuel Cartwright', 'Sergio Gónzalez Martínez', 'Bahadır Öztürk', '坂 圭祐', 'Mart Janssen', 'Gabriele Corbo', 'José Enrique Ortiz Cortes', 'Alan Empereur']
Node (2, 1): ['Sem Steijn', 'Jordan Hallam', 'Edward Chilufya', 'Isaac Pearce', 'Hammad Al Shaya', 'Nattawut Suksum', 'Tariq Issa', '滝 裕太', 'Daiki Enomoto', 'Kazuki Yamaguchi', 'Steven Boyd', 'Daniel Castro', 'Andre Bava Shinyashiki', 'Stephen Walker', 'Peter Kekeris', 'Felipe Souza Ferreyra', '王振澳', 'Devon Arnold', 'Brian Galach', 'Augustus Kargbo', "Byron O'Gorman", 'Ivan Tarasov', '盛曹', 'Lewis Collins', 'Thomas Hillman', 'Nazifi Yahaya', 'Mamadou Djabi', 'Darren Collins', 'Slavi Spasov', 'John Martin', 'Reeco Hackett-Fairchild', 'Patryk Szysz', 'Herman Geelmuyden', 'Felix Mambimbi', 'Mohammed Mohsen Al Dhafeeri', 'Alexander Torvund', 'Joe Iaciofano', 'Chriss Gutiérrez', 'Adam Bark', 'Augustine Mahlonoko', 'Juan Daniel Silgado', 'Ben Waine', '山本 廉', 'Jordan Adebayo-Smith', 'Leonard Langhans', 'Luis Arriaga', 'Sosuke Shibata', 'Jon Gallagher', 'Haris Brkic', 'Gabriel Tadeu Strefezza Rebecato', 'Joshua Macdonald', '毛昊禹', 'Dan Turner', 'Jesus Ferreira', 'Victor Adeboyejo', 'Austin Samuels', 'Scott Twine', 'Harry McKirdy', 'Fernando Macias', 'Dylan Wenzel-Halls', 'Danny Elliott', 'José Alfonso Alvarado', 'Jorge Orlando Suárez Sánchez', 'Yushi Yamaya', 'Lucas Ferraz Vila', 'Sebastian Pedersen', 'Jordan Ponticelli', 'Marios Ogkmpoe', 'Ronald Escobar', '髙橋 大悟', 'Francis Baptiste', 'Hamad Al Yami', 'Laurens Symons', 'Vinni Triboulet', 'Vitaliy Zhironkin', 'Ramzi Solan', 'Sinan Karweina', 'George Lapslie', 'Muzaffer Kahrıman', 'Matt Jay', 'Matias Cavalleri', "Callum O'Hare", 'Giovanny León', 'Malik Batmaz', 'Chris Kane', 'Yeison Estiven Guzmán Gómez', '谭天澄', 'Nazariy Rusyn']

node_counts = {}

# Iterating over each player and their winning node
for i, x in enumerate(X_scaled):
    winning_node = som.winner(x)
    if winning_node not in node_counts:
        node_counts[winning_node] = 0
    node_counts[winning_node] += 1

# Displaying the number of players in each node
for node, count in node_counts.items():
    print(f"Node {node}: {count} players")

Node (9, 3): 16 players
Node (8, 3): 25 players
Node (3, 9): 36 players
Node (9, 4): 55 players
Node (8, 6): 109 players
Node (9, 7): 52 players
Node (9, 0): 280 players
Node (4, 8): 109 players
Node (2, 3): 207 players
Node (4, 9): 53 players
Node (2, 8): 15 players
Node (6, 3): 110 players
Node (2, 7): 98 players
Node (6, 8): 238 players
Node (8, 4): 37 players
Node (5, 6): 383 players
Node (9, 2): 110 players
Node (5, 9): 144 players
Node (8, 2): 88 players
Node (2, 9): 53 players
Node (2, 2): 253 players
Node (6, 4): 205 players
Node (4, 4): 273 players
Node (8, 7): 98 players
Node (4, 5): 489 players
Node (6, 2): 117 players
Node (8, 0): 65 players
Node (7, 3): 191 players
Node (1, 2): 42 players
Node (9, 8): 149 players
Node (0, 5): 213 players
Node (3, 8): 104 players
Node (2, 5): 183 players
Node (3, 7): 190 players
Node (0, 4): 221 players
Node (8, 9): 204 players
Node (1, 8): 99 players
Node (5, 4): 83 players
Node (3, 5): 146 players
Node (7, 2): 354 players
Node (8, 8): 176 players
Node (3, 3): 225 players
Node (8, 5): 113 players
Node (6, 9): 215 players
Node (6, 7): 256 players
Node (9, 6): 525 players
Node (6, 6): 18 players
Node (0, 6): 78 players
Node (0, 8): 228 players
Node (9, 9): 71 players
Node (9, 5): 517 players
Node (0, 2): 367 players
Node (8, 1): 225 players
Node (1, 9): 104 players
Node (5, 2): 373 players
Node (9, 1): 107 players
Node (1, 1): 358 players
Node (7, 4): 261 players
Node (3, 1): 198 players
Node (7, 5): 405 players
Node (6, 5): 208 players
Node (4, 7): 274 players
Node (5, 0): 48 players
Node (1, 7): 24 players
Node (5, 8): 297 players
Node (3, 0): 236 players
Node (0, 0): 33 players
Node (1, 6): 246 players
Node (1, 5): 345 players
Node (3, 2): 199 players
Node (6, 1): 629 players
Node (1, 0): 82 players
Node (7, 0): 330 players
Node (7, 8): 112 players
Node (7, 6): 181 players
Node (6, 0): 172 players
Node (5, 5): 252 players
Node (1, 4): 95 players
Node (2, 0): 57 players
Node (4, 6): 404 players
Node (4, 1): 147 players
Node (3, 4): 340 players
Node (0, 1): 219 players
Node (4, 2): 24 players
Node (3, 6): 122 players
Node (7, 9): 197 players
Node (2, 4): 142 players
Node (5, 3): 198 players
Node (2, 6): 309 players
Node (5, 7): 117 players
Node (5, 1): 10 players
Node (4, 3): 100 players
Node (0, 3): 51 players
Node (0, 9): 196 players
Node (4, 0): 137 players
Node (7, 7): 162 players
Node (0, 7): 238 players
Node (7, 1): 121 players
Node (1, 3): 95 players
Node (2, 1): 88 players

Insights

By performing Cluster Analysis on our European Football data we derived the following insights,

• The Elbow method strongly suggests n=4 as the point where adding more clusters yields diminishing returns.

The Silhouette score shows a clear drop after n=2, but n=3 and n=4 still provide relatively decent scores.

• Since visuzlizing the high dimensional data directly is not feasible PCA was used to address this issue.
• By applying PCA, we ensure that the most important features are retained in the principal components. This allowed us to visualize the clusters in a lower-dimensional space while still preserving the essential structure of the data.

Association Rules

Association Rule Mining is a powerful step, especially for discovering interesting relationships or patterns between variables in our dataset. In the context of football player data, association rules can reveal hidden patterns such as "if a player has a high dribbling score, they are also likely to have a high ball control score."

• Association rule mining is commonly used for market basket analysis but can be applied to any dataset where we want to find if-then relationships between items or features.
• Rules are expressed as:
  • Antecedent (If): The condition(s) (e.g., high dribbling).
  • Consequent (Then): The outcome(s) (e.g., high ball control).

Key Metrics for Association Rules:

1. Support: How frequently the rule appears in the dataset.
2. Confidence: How often the consequent is true when the antecedent is true.
3. Lift: The strength of the rule compared to random chance.

Steps for applying association rules:

• Prepare the data by binning numerical variables and encoding categorical variables.
• Apply Apriori to identify frequent itemsets based on a support threshold.
• Generate association rules with confidence and lift metrics.
• Visualize the results to explore how attributes are linked.

On Players Table

What are the common associations between players' skill attributes?

Converting the data into Bins

# Defining the bins and labels for player skill levels
bin_labels = ['Low', 'Medium', 'High']

# Applying the binning to relevant player attributes
Player_Attributes_with_Names['dribbling_bin'] = pd.cut(Player_Attributes_with_Names['dribbling'], bins=3, labels=bin_labels)
Player_Attributes_with_Names['finishing_bin'] = pd.cut(Player_Attributes_with_Names['finishing'], bins=3, labels=bin_labels)
Player_Attributes_with_Names['ball_control_bin'] = pd.cut(Player_Attributes_with_Names['ball_control'], bins=3, labels=bin_labels)
Player_Attributes_with_Names['sprint_speed_bin'] = pd.cut(Player_Attributes_with_Names['sprint_speed'], bins=3, labels=bin_labels)
Player_Attributes_with_Names['strength_bin'] = pd.cut(Player_Attributes_with_Names['strength'], bins=3, labels=bin_labels)

# Selecting only the binned columns for association rule mining
binned_attributes = Player_Attributes_with_Names[['dribbling_bin', 'finishing_bin', 'ball_control_bin', 'sprint_speed_bin', 'strength_bin']]

# Converting the data into a format suitable for association rule mining
df_encoded = pd.get_dummies(binned_attributes)

# Applying the Apriori algorithm to find frequent itemsets
frequent_itemsets = apriori(df_encoded, min_support=0.2, use_colnames=True)

# Generating the association rules
rules = association_rules(frequent_itemsets, metric="confidence", min_threshold=0.6)

# Sorting the rules by confidence
rules = rules.sort_values(by='confidence', ascending=False)

# Displaying the top 10 rules
rules.head(10)

	antecedents	consequents	antecedent support	consequent support	support	confidence	lift	leverage	conviction	zhangs_metric
15	(finishing_bin_Medium, ball_control_bin_Medium)	(dribbling_bin_Medium)	0.292080	0.536315	0.265679	0.909611	1.696039	0.109032	5.129882	0.579713
7	(dribbling_bin_High)	(ball_control_bin_High)	0.299933	0.383926	0.270803	0.902878	2.351701	0.155651	6.343328	0.821030
21	(ball_control_bin_Medium, strength_bin_Medium)	(dribbling_bin_Medium)	0.264843	0.536315	0.231926	0.875710	1.632827	0.089886	3.730663	0.527188
19	(sprint_speed_bin_Medium, ball_control_bin_Med...	(dribbling_bin_Medium)	0.265679	0.536315	0.228696	0.860797	1.605021	0.086208	3.330990	0.513338
3	(ball_control_bin_Medium)	(dribbling_bin_Medium)	0.489306	0.536315	0.420965	0.860330	1.604151	0.158543	3.319863	0.737461
20	(dribbling_bin_Medium, strength_bin_Medium)	(ball_control_bin_Medium)	0.291578	0.489306	0.231926	0.795415	1.625599	0.089255	2.496249	0.543239
2	(dribbling_bin_Medium)	(ball_control_bin_Medium)	0.536315	0.489306	0.420965	0.784921	1.604151	0.158543	2.374443	0.812226
18	(dribbling_bin_Medium, sprint_speed_bin_Medium)	(ball_control_bin_Medium)	0.292804	0.489306	0.228696	0.781054	1.596248	0.085425	2.332509	0.528186
13	(dribbling_bin_Medium, finishing_bin_Medium)	(ball_control_bin_Medium)	0.344436	0.489306	0.265679	0.771345	1.576407	0.097144	2.233474	0.557758
8	(dribbling_bin_High)	(sprint_speed_bin_High)	0.299933	0.456778	0.223850	0.746332	1.633905	0.086847	2.141470	0.554189

• Dribbling is consistently associated with multiple attributes like ball control, finishing, strength, and sprint speed, indicating that players who are good at dribbling often excel in related areas. For example, the rule "If a player has medium ball control and medium finishing, they likely have medium dribbling" has a confidence of 90.96% and a lift of 1.70, showing that this pattern is common and more likely than random occurrence.

• Players with high dribbling skills are also very likely to have high ball control (90.29% confidence and a lift of 2.35). This highlights that these two technical skills are strongly linked, as elite dribblers tend to be equally good at controlling the ball.

• Another example is the relationship between medium sprint speed and medium dribbling, which shows an 86.08% confidence. This suggests that players with average physical speed tend to also exhibit average dribbling abilities.

• The association between high dribbling and high sprint speed (74.63% confidence and a lift of 1.63) indicates that top dribblers often possess above-average speed, confirming that physical agility complements technical skill. Fast players tend to be skilled at maneuvering with the ball, making them versatile in offensive situations.

# Plotting the top 10 rules based on confidence
top_rules = rules.head(10)
plt.figure(figsize=(10, 6))
plt.barh(top_rules['consequents'].apply(lambda x: ', '.join(list(x))), top_rules['confidence'], color='skyblue')
plt.xlabel('Confidence')
plt.ylabel('Rule (Consequent)')
plt.title('Top 10 Association Rules by Confidence')
plt.show()

# Creating a network graph for the association rules
G = nx.DiGraph()

for i, row in top_rules.iterrows():
    antecedent = ', '.join(list(row['antecedents']))
    consequent = ', '.join(list(row['consequents']))
    G.add_edge(antecedent, consequent, weight=row['confidence'])

# Drawing the network graph
plt.figure(figsize=(12, 8))
pos = nx.spring_layout(G, k=0.5, seed=42)
nx.draw(G, pos, with_labels=True, node_size=3000, node_color="skyblue", font_size=10, font_weight="bold", edge_color="gray")
plt.title('Association Rules Network')
plt.show()

On Teams Table

What are the common associations between team strategy attributes?

# Defining the bin labels for team strategy levels
bin_labels = ['Low', 'Medium', 'High']

# Applying the binning to relevant team attributes
Team_Attributes_with_Names['buildUpPlaySpeed_bin'] = pd.cut(Team_Attributes_with_Names['buildUpPlaySpeed'], bins=3, labels=bin_labels)
Team_Attributes_with_Names['buildUpPlayPassing_bin'] = pd.cut(Team_Attributes_with_Names['buildUpPlayPassing'], bins=3, labels=bin_labels)
Team_Attributes_with_Names['chanceCreationPassing_bin'] = pd.cut(Team_Attributes_with_Names['chanceCreationPassing'], bins=3, labels=bin_labels)
Team_Attributes_with_Names['chanceCreationCrossing_bin'] = pd.cut(Team_Attributes_with_Names['chanceCreationCrossing'], bins=3, labels=bin_labels)
Team_Attributes_with_Names['defencePressure_bin'] = pd.cut(Team_Attributes_with_Names['defencePressure'], bins=3, labels=bin_labels)
Team_Attributes_with_Names['defenceAggression_bin'] = pd.cut(Team_Attributes_with_Names['defenceAggression'], bins=3, labels=bin_labels)
Team_Attributes_with_Names['defenceTeamWidth_bin'] = pd.cut(Team_Attributes_with_Names['defenceTeamWidth'], bins=3, labels=bin_labels)

# Selecting only the binned columns for association rule mining
binned_team_attributes = Team_Attributes_with_Names[['buildUpPlaySpeed_bin', 'buildUpPlayPassing_bin',
                                                     'chanceCreationPassing_bin', 'chanceCreationCrossing_bin',
                                                     'defencePressure_bin', 'defenceAggression_bin',
                                                     'defenceTeamWidth_bin']]

# Converting the data into one-hot encoded format
df_team_encoded = pd.get_dummies(binned_team_attributes)

# Applying Apriori to find frequent itemsets with a minimum support threshold
frequent_itemsets = apriori(df_team_encoded, min_support=0.2, use_colnames=True)

# Generating the association rules with confidence threshold
team_rules = association_rules(frequent_itemsets, metric="confidence", min_threshold=0.6)

# Sorting the rules by confidence
team_rules = team_rules.sort_values(by='confidence', ascending=False)

# Displaying the top 10 rules
team_rules.head(10)

	antecedents	consequents	antecedent support	consequent support	support	confidence	lift	leverage	conviction	zhangs_metric
183	(chanceCreationPassing_bin_Medium, defencePres...	(defenceAggression_bin_Medium)	0.263374	0.621399	0.217421	0.825521	1.328487	0.053760	2.169891	0.335671
158	(buildUpPlaySpeed_bin_Medium, defencePressure_...	(defenceAggression_bin_Medium)	0.246228	0.621399	0.203018	0.824513	1.326865	0.050012	2.157424	0.326814
178	(chanceCreationCrossing_bin_Medium, defenceTea...	(chanceCreationPassing_bin_Medium)	0.262689	0.632373	0.211934	0.806789	1.275811	0.045817	1.902718	0.293207
145	(buildUpPlaySpeed_bin_Medium, chanceCreationCr...	(chanceCreationPassing_bin_Medium)	0.251715	0.632373	0.203018	0.806540	1.275417	0.043840	1.900269	0.288583
173	(chanceCreationCrossing_bin_Medium, defenceAgg...	(chanceCreationPassing_bin_Medium)	0.267490	0.632373	0.215364	0.805128	1.273185	0.046210	1.886506	0.292922
195	(chanceCreationCrossing_bin_Medium, chanceCrea...	(defenceAggression_bin_Medium)	0.248971	0.621399	0.200274	0.804408	1.294510	0.045564	1.935663	0.302927
162	(buildUpPlaySpeed_bin_Medium, chanceCreationPa...	(defenceAggression_bin_Medium)	0.255830	0.621399	0.204390	0.798928	1.285691	0.045417	1.882908	0.298599
204	(chanceCreationPassing_bin_Medium, defencePres...	(defenceAggression_bin_Medium)	0.270919	0.621399	0.215364	0.794937	1.279269	0.047015	1.846263	0.299423
107	(defencePressure_bin_Medium, buildUpPlayPassin...	(defenceAggression_bin_Medium)	0.350480	0.621399	0.277092	0.790607	1.272301	0.059304	1.808084	0.329509
154	(buildUpPlaySpeed_bin_Medium, defenceTeamWidth...	(chanceCreationPassing_bin_Medium)	0.261317	0.632373	0.206447	0.790026	1.249304	0.041197	1.750823	0.270149

• Several rules indicate that teams with medium build-up play passing and medium chance creation strategies are strongly associated with having medium defensive aggression. For instance, the rule "If a team has medium build-up play passing and medium chance creation, they are likely to have medium defensive aggression" has a confidence of 82.55% and a lift of 1.33. This suggests that teams focusing on balanced passing and offensive creation tend to adopt a moderately aggressive defensive style.

• The lift values above 1.3 in several of these rules indicate that this relationship is significantly stronger than random chance.

• Rules involving medium chance creation passing and medium crossing show a strong relationship with medium build-up play speed. For example, the rule "If a team has medium chance creation passing and crossing, they likely adopt medium build-up play speed" has a confidence of over 80% and a lift of 1.27, meaning these offensive strategies are often used together.

• This indicates that teams with a balanced approach to passing and crossing during chance creation are more likely to focus on moderate build-up speed, balancing their offensive strategies.

• Across multiple rules, teams that show a medium level of chance creation (passing and crossing) tend to maintain similar levels of defensive aggression, indicating a balanced overall tactical strategy. The high confidence (e.g., 80.61% for passing and crossing leading to defensive aggression) shows that these tactical elements frequently occur together, suggesting teams don't typically switch drastically between offensive and defensive strategies.

# Ploting the top 10 rules based on confidence
top_team_rules = team_rules.head(10)
plt.figure(figsize=(10, 6))
plt.barh(top_team_rules['consequents'].apply(lambda x: ', '.join(list(x))), top_team_rules['confidence'], color='skyblue')
plt.xlabel('Confidence')
plt.ylabel('Rule (Consequent)')
plt.title('Top 10 Association Rules for Team Attributes by Confidence')
plt.show()

# Creating a network graph for the top association rules
G = nx.DiGraph()

for i, row in top_team_rules.iterrows():
    antecedent = ', '.join(list(row['antecedents']))
    consequent = ', '.join(list(row['consequents']))
    G.add_edge(antecedent, consequent, weight=row['confidence'])

# Drawing the network graph
plt.figure(figsize=(12, 8))
pos = nx.spring_layout(G, k=0.5, seed=42)
nx.draw(G, pos, with_labels=True, node_size=3000, node_color="lightblue", font_size=10, font_weight="bold", edge_color="gray")
plt.title('Team Attribute Association Rules Network')
plt.show()

Insights

In our project, we applied association rule mining to uncover hidden patterns and relationships between player and team attributes. Using the Apriori algorithm, we were able to identify if-then patterns that show how certain skills or strategies tend to co-occur.

• Teams that adopt medium-level strategies in build-up play and chance creation (passing and crossing) often align with medium defensive aggression, highlighting a balanced tactical approach across the board.

• The association rules on Player_Attributes_with_Names provide valuable insights into how player attributes cluster together. The strong relationships between technical skills like dribbling, ball control, and finishing highlight the interdependence of these attributes, suggesting that training in one area often improves related skills. Similarly, players with balanced skill sets tend to have consistent medium-level abilities across multiple attributes.

Achievements

• Transformed the dataset into a structured format for data mining by preprocessing and engineering new features, including the binning of numerical variables to create categorical target variables for association rule mining.

• Performed hypothesis testing to assess significant differences between player groups (e.g., left-footed vs. right-footed players) and validate statistical assumptions.

• Applied various clustering techniques, such as K-Means, Gaussian Mixture Models (GMM), and Fuzzy C-Means, to group players based on performance attributes, uncovering distinct player archetypes.

• Utilized dimensionality reduction PCA for cluster visualization, making it easier to interpret high-dimensional player data and observe clustering patterns.

• Successfully applied association rule mining to uncover hidden patterns in both player and team attributes, revealing key relationships between skills and tactical strategies.

• Generated comprehensive visualizations, including bar plots, box plots, heatmaps, scatter plots, and network graphs, to effectively present the insights gained from exploratory data aanlysis, clustering, hypothesis testing, and association rule mining.

Summary of the Project

The following paragraphs are short summaries for each section in our project.

Data Preprocessing:

Successfully handled numerical and categorical features, including scaling, encoding, and feature engineering. Applied binning for association rule mining and transformed high-dimensional data into a format suitable for clustering, hypothesis testing, and association analysis.

Hypothesis Testing:

Conducted various hypothesis tests (e.g., t-test, Mann-Whitney U test, and Chi-square test) to evaluate significant differences between player groups and validate assumptions regarding player attributes and team strategies.

Cluster Analysis:

Applied multiple clustering techniques, including K-Means, Gaussian Mixture Models (GMM), and Fuzzy C-Means to group players based on performance attributes.

Utilized Principal Component Analysis (PCA) for dimensionality reduction, enhancing cluster visualization and interpretability.

Association Rule Mining:

Applied the Apriori algorithm to discover significant patterns and relationships between player and team attributes, using metrics such as support, confidence, and lift to identify key associations.

References

The following is the table of References for each section of our project.

Thank You!

We express our sincere gratitude to the data providers on Kaggle. Most importantly, we extend our heartfelt thanks to our professors for inspiring and fostering the curiosity that drove us to explore this project.